{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature ranking and model robustness\n",
    "\n",
    "In this notebook we will go step-by-step through the feature ranking and model robustness part of our paper.\n",
    "\n",
    "For more information read the experiment description in our paper:\n",
    "\n",
    "TODO: Include Ref\n",
    "\n",
    "Note: If you want to run this notebook locally and reproduce the figures of our paper\n",
    "\n",
    "- make sure you have our pre-trained models. See the README.md in the repository for further instructions.\n",
    "\n",
    "- make sure to have the CAMELS data set, containing the updated Maurer forcings. See the README.md in the repository for further instructions.\n",
    "\n",
    "- make sure to have the CAMELS benchmark data set. See the README.md in the repository for further instructions.\n",
    "\n",
    "#### Adapt the lines below according to your local system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Path to the main CAMELS folder\n",
    "CAMELS_DIR = \"/datadisk/data/CAMELS/\"\n",
    "\n",
    "# Path to the main directory of this repository\n",
    "BASE_CODE_DIR = \"/home/frederik/projects/ealstm_in_hydrology\"\n",
    "\n",
    "# Needed if no precomputed results are used. Path to a single run\n",
    "BASE_RUN_DIR = \"/datadisk/data/EALSTM_PAPER/runs/run_1906_1004_seed111\"\n",
    "\n",
    "# Filenames of precomputed results\n",
    "RANKING_FILE = \"run_1906_1004_seed111_feature_ranking.p\"\n",
    "ROBUSTNESS_FILE = \"run_1906_1004_seed111_model_robustness.p\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import json\n",
    "import pickle\n",
    "import sys\n",
    "from collections import defaultdict\n",
    "from pathlib import Path\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch\n",
    "from bokeh.sampledata import us_states\n",
    "import matplotlib.lines as mlines\n",
    "from torch.utils.data import DataLoader\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "\n",
    "sys.path.append(BASE_CODE_DIR)\n",
    "from main import Model\n",
    "from papercode.datasets import CamelsTXT\n",
    "from papercode.datautils import load_attributes\n",
    "from papercode.morris import get_morris_gradient\n",
    "from papercode.plotutils import attribute_draw_style, get_shape_collections\n",
    "from papercode.utils import get_basin_list\n",
    "\n",
    "# get polygon points of all CONUS states\n",
    "us_states = us_states.data.copy()\n",
    "del us_states[\"HI\"]\n",
    "del us_states[\"AK\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Definition of global variables. \n",
    "\n",
    "**Note**: If you want to recompute the feature rankings (for possibly a different seed), change the `PRECOMPUTED_RANKING` flag to `False`. Having a CUDA ready GPU available is of advantage. Otherwise, the calculations might take some time. If you want to use the pre-calculated data, make sure the flag is set to `True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# True if using precomputed data\n",
    "PRECOMPUTED_RANKING = True \n",
    "\n",
    "# Use GPU if available\n",
    "DEVICE = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") \n",
    "\n",
    "# Start and end date of the validation period\n",
    "VAL_START = pd.to_datetime('01101989', format='%d%m%Y')\n",
    "VAL_END = pd.to_datetime('30091999', format='%d%m%Y')\n",
    "\n",
    "# Convert to PosixPaths\n",
    "CAMELS_DIR = Path(CAMELS_DIR)\n",
    "BASE_RUN_DIR = Path(BASE_RUN_DIR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature ranking\n",
    "\n",
    "Setup everything we need to calculate the feature rankings, which is mainly to initialize the model and load the pre-trained weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get list of modeled basins\n",
    "basins = get_basin_list()\n",
    "\n",
    "if not PRECOMPUTED_RANKING:\n",
    "    # load run config\n",
    "    with open(BASE_RUN_DIR / \"cfg.json\", \"r\") as fp:\n",
    "        cfg = json.load(fp)\n",
    "    \n",
    "    # load means/stds from training period\n",
    "    attributes = load_attributes(db_path=str(BASE_RUN_DIR / \"attributes.db\"), \n",
    "                                 basins=basins,\n",
    "                                 drop_lat_lon=True)\n",
    "    means = attributes.mean()\n",
    "    stds = attributes.std()\n",
    "\n",
    "    # Initialize new model\n",
    "    model = Model(input_size_dyn=5,\n",
    "                  input_size_stat=27,\n",
    "                  hidden_size=cfg[\"hidden_size\"],\n",
    "                  dropout=cfg[\"dropout\"]).to(DEVICE)\n",
    "    \n",
    "    # load pre-trained weights\n",
    "    weight_file = BASE_RUN_DIR / \"model_epoch30.pt\"\n",
    "    model.load_state_dict(torch.load(weight_file, map_location=DEVICE))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we calculate for each basin and each sample of validation period the gradients w.r.t. the static input features (the catchment attributes). For more details regarding the method, see the description in the experimental setup of the paper.\n",
    "Afterwards we calculated the mean absolute gradient per basin."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded pre-computed feature ranking from file\n"
     ]
    }
   ],
   "source": [
    "if not PRECOMPUTED_RANKING:\n",
    "    feature_ranking = {}\n",
    "    for basin in tqdm(basins):\n",
    "        ds_test = CamelsTXT(camels_root=CAMELS_DIR,\n",
    "                            basin=basin,\n",
    "                            dates=[VAL_START, VAL_END],\n",
    "                            is_train=False,\n",
    "                            with_attributes=True,\n",
    "                            attribute_means=means,\n",
    "                            attribute_stds=stds,\n",
    "                            db_path=str(BASE_RUN_DIR / \"attributes.db\"))\n",
    "        loader = DataLoader(ds_test, batch_size=1024, shuffle=False, num_workers=0)\n",
    "\n",
    "        gradients = get_morris_gradient(model, loader)\n",
    "\n",
    "        mean_abs_gradient = np.mean(np.abs(gradients), axis=0)\n",
    "\n",
    "        # convert to pandas Series\n",
    "        data = {}\n",
    "        for name, value in zip(list(ds_test.attribute_names), mean_abs_gradient):\n",
    "            data[name] = value\n",
    "        feature_ranking[basin] = pd.Series(data=data)\n",
    "        \n",
    "    out_file = f\"{BASE_RUN_DIR.name}_feature_ranking.p\" \n",
    "    with open(out_file, \"wb\") as fp:\n",
    "        pickle.dump(feature_ranking, fp)\n",
    "        \n",
    "else:\n",
    "    with open(RANKING_FILE, \"rb\") as fp:\n",
    "        feature_ranking = pickle.load(fp)\n",
    "    print(\"Loaded pre-computed feature ranking from file\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To combine the results of multiple basins, first all feature sensitivities are normalized per basin to the range (0,1). Then the values of all basins are combined and the overall averages per feature reported."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "p_mean                  0.682248\n",
       "aridity                 0.564276\n",
       "area_gages2             0.504591\n",
       "elev_mean               0.459893\n",
       "high_prec_dur           0.406671\n",
       "frac_snow               0.405564\n",
       "high_prec_freq          0.382006\n",
       "slope_mean              0.370855\n",
       "geol_permeability       0.352949\n",
       "carbonate_rocks_frac    0.339022\n",
       "clay_frac               0.330383\n",
       "pet_mean                0.310769\n",
       "low_prec_freq           0.299585\n",
       "soil_depth_pelletier    0.273934\n",
       "p_seasonality           0.272786\n",
       "frac_forest             0.267421\n",
       "sand_frac               0.255156\n",
       "soil_conductivity       0.243641\n",
       "low_prec_dur            0.219104\n",
       "gvf_max                 0.213809\n",
       "gvf_diff                0.212412\n",
       "lai_diff                0.208096\n",
       "soil_porosity           0.194036\n",
       "soil_depth_statsgo      0.191936\n",
       "lai_max                 0.190274\n",
       "silt_frac               0.183365\n",
       "max_water_content       0.158722\n",
       "dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normalized_ranks = {}\n",
    "for basin, ranks in feature_ranking.items():\n",
    "    ranks = (ranks - ranks.min()) / (ranks.max() - ranks.min())\n",
    "    normalized_ranks[basin] = ranks\n",
    "df = pd.DataFrame(data={basin: ranks for basin, ranks in normalized_ranks.items()})\n",
    "df.mean(axis=1).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial plot\n",
    "\n",
    "In the following map, we show each basin of the data set and mark it according to the highest ranked feature in the specific basin.\n",
    "\n",
    "The `marker` and `color` are defined by the group a certain feature belongs to. The groups are `soil` (shades of yellows to brown), `climate` (shades of blues), `vegetation` (shades of greens) and `topology/generic` (shades of pink).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_attributes = load_attributes(db_path=str(BASE_RUN_DIR / \"attributes.db\"), \n",
    "                                basins=basins, \n",
    "                                drop_lat_lon=False)\n",
    "fig, ax = plt.subplots(figsize=(14,8))\n",
    "\n",
    "collection = get_shape_collections(us_states)\n",
    "ax.add_collection(collection)\n",
    "\n",
    "lats, lons, colors, markers = [], [], [], []\n",
    "for basin in df.columns:\n",
    "    lats.append(df_attributes.loc[df_attributes.index == basin, 'gauge_lat'][0])\n",
    "    lons.append(df_attributes.loc[df_attributes.index == basin, 'gauge_lon'][0])\n",
    "    top_feature = df[basin].sort_values(ascending=False).index[0]\n",
    "    colors.append(attribute_draw_style[top_feature]['color'])\n",
    "    markers.append(attribute_draw_style[top_feature]['marker'])\n",
    "    \n",
    "for lat, lon, color, marker in zip(lats, lons, colors, markers):\n",
    "    scale = 60 if marker != '*' else 150\n",
    "    points = ax.scatter(lon, lat, c=color, s=scale, zorder=2, marker=marker,\n",
    "                        edgecolor='#333333', linewidth=0.4)\n",
    "\n",
    "circles = []\n",
    "for feature, style in attribute_draw_style.items():\n",
    "    circles.append(mlines.Line2D([], [], \n",
    "                                 color=style['color'], \n",
    "                                 marker=style['marker'], \n",
    "                                 linestyle='None',\n",
    "                                 markersize=5, \n",
    "                                 label=feature))\n",
    "ax.legend(handles=circles, loc='center left', bbox_to_anchor=(1.02, 0.5))\n",
    "\n",
    "ax.set_xticks([])\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticks([])\n",
    "ax.set_yticklabels([])\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model robustness\n",
    "\n",
    "Next we analyse the results of the model robustness experiment. In this experiment, gaussian noise with an increasing standard deviation was added to the static catchment attributes (50 random draws per std level and basin) and then the model evaluated with the noisy static inputs. Because this experiments takes a long time to run (50 * 531 * 10 = 265 000 model evaluations of the entire validation period), precomputed results are provided.\n",
    "\n",
    "If you want to recompute the results (or compute the results for a different random seed) run the following line of code from within the repository folder.\n",
    "\n",
    "`python main.py eval_robustness --camels_root=/path/to/CAMELS --run_dir=/path/to/model/run`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(ROBUSTNESS_FILE, 'rb') as fp:\n",
    "    data = pickle.load(fp)\n",
    "    \n",
    "results = defaultdict(list)\n",
    "for basin, values in data.items():\n",
    "    for scale, vals in values.items():\n",
    "        results[scale] += vals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boxplot of the results.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Effect of noise on the static catchment attributes')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAJcCAYAAAAGgElaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdfXiU5Z03/O9vZpIJJCEmUHEhCbRVa2Jqb3fZei9lHxkQkSqUrrY08OhzN7GAHk65VxTUdPeu9zYqWL3bJh7QdpOq3TLFl4phLYdQmHQf5Khduq0KySPWQiBgCEh4SUgm83I+f8yLmTCTN3LNOXNd389xzHHNXPP2O2fy8rvO63eepyilQEREREREw7PpDoCIiIiIKFMweSYiIiIiGiEmz0REREREI8TkmYiIiIhohJg8ExERERGNEJNnIiIiIqIRYvJMlIFE5HsiclpEOiK3vyoix0SkW0Ru1BiXIXGISGnkNe3j9ZpGE5HnReR7uuMYjoisEJGduuNIRET+h4js1R2HToO/HxFRInK1zpiIrI7JM1EaEpEjItIbSRijl/rIfSUA1gIoV0pdFXnK9wE8oJTKU0r98TLe93L/MY9LHIMppY5GXjM4Xq85nnQleaN9XxGZGfmOHdF9SqlfKKVuNSbChDFkxEHFYJf7uxH5nb5lwO1LvotExvP7EZFmEbl3PF6LyMqG/KUlIq0WK6V+k2D/DAAfK6U6B+07mJqwhpQucRBlPBFxKKUCuuMgonjseSbKIJGeq10ApkV6oz0i0g3ADuAdEfkw8rhpIvKqiJwSkcMi8u0Br2EXkcdE5EMRuSAifxCREhH5j8hD3om89rIE728Tke+ISJuIdIrIiyJSICLORHEkeL4SkdUi8oGIdInIcyIiQ7125L64XrpIj+tfIvEfFpEVA96jSkRaI6//pojMGOLzXCIiB0XkbKRXrmzAfUdE5CEReVdEzonIVhHJSfAaZQA2A/i7yOd2dsDdhSLyRiTOt0XkswOed52I7BKRMyLyvoh8fYg4L2lvsvcVkdtF5I8icl7CJTTfHfBS0e/4bOQ5fze491pErh8Q10kReSxJTBNE5JnI93VORPaKyITIfS+LSEdk/3+IyPWR/SsBrACwLvL+2yP7S0TkV5Gf148lcpZlwHt9P/J9HhaRRQP2N0u4hGlf9PVEZLKI/CLS/v8UkZkj+cwl3CP+XKLvS0b2u/FZEdkTif90JIYrIvf9HEApgO2R568b4rt4S0T+j4icAfDdwd9PxJcjPw+nReRpEbFF3ue7IvJvA2KK/d6ISC2AvwdQL/Fnsob6TL4sIi2Rz+O4iDyU6GeByHKUUrzwwkuaXQAcAXBLkvvmAmgftE8BuDpy3QbgDwD+GUA2gM8A+AuAhZH7HwbwHoDPARAAXwAwefDrJHnvKgB/jrxmHoBfAfh5ojiSPF8B+HcAVyCcTJwCcNtwrw1gZuS5DgC5AM4D+Fzkvr8CcH3k+tLIa5RFHvsdAPuSxHItgB4ACwBkAVgXeW72gO/g9wCmASgC0ApgdZLX+h8A9g7a9zyAMwC+GInlFwB+GbkvF8AxAN+M3PfXAE5H2zHodYZqb6L3nQvg85GfgxsAnASwdPDnmCh2APkAPkK4LCgncvumJG1+DkAzgOkIHzTNBuAc8F3mA3AC+AGAPw36XL434LYdwDsA/k+krTkA5gyIzQ/gW5HH3QfgBACJ3N8c+c4+C6AAQAuAQwBuiXyuLwL42Ug+86G+rxH+bF+N8M+SE8CnEE6Of5Dsd3qI7yIAwB2JYcLg7zjyHC/CP5OlkfbeG7nvuwD+Ldl7RD6vewf9bA31mXwE4O8j1wsB/LXuv4288JIOF/Y8E6WvbRLuEY1evjXC5/0tgE8ppf63UqpfKfUXAD8F8I3I/fcC+I5S6n0V9o5S6uMRvvYKAM8qpf6ilOoG8CiAb8gwdZuDPKWUOquUOopwEvDfxvDaIQAVIjJBKfWRUipaKrIKwJNKqVYVPt39BID/Jol7n5cBeEMptUsp5Ue4XnsCwklg1I+UUieUUmcAbB8Q60j9Sin1+0gsvxjw/DsAHFFK/UwpFVBK/ReAVwHcleR1krX3EkqpZqXUe0qpkFLqXQAeADePMN47AHQopZ5RSvUppS4opd4e/KBIT2cVgDVKqeNKqaBSap9SyheJoTHyXB/CCd0XJHIWIYEvInyA8rBSqifyvgN7WtuUUj9V4Xr3FxA+eJg64P6fKaU+VEqdA7ADwIdKqd9EPvOXAUQHro7kM0/2fQ1LKfXnyM+STyl1CsCzGPnnPtAJpVRdJMbeJI/ZoJQ6E/kd+gGAyjG8DzD8Z+IHUC4ik5RSXZH7iSyPyTNR+lqqlLpiwOWnI3zeDITLOmKJN4DH8EnCUQIgYVnFCEwD0DbgdhvCPVZTEz88oY4B1y8i3Ms84tdWSvUgnPiuBvBR5DT7dZG7ZwD44YB2n0G4d336cG1RSoUQ7oUb+NhksY5UsufPAHDToO9oBYCrBr/AMO29hIjcJCLeSAnEucjzpoww3pH+bExBuIf4ksdKuCzoKQmXBZ1HuMc1+pxk79mmktf2xj5DpdTFyNWB38PJAdd7E9wezWc+5u9bRK4UkV9GyhvOA/g3jPxzH+jYKB/ThvDP8lgM95ncCeDLANpE5Lci8ndjfB8iU2HyTGQ+xwAcHpR45yulvjzg/s8O8fyhnED4H25UKcKnmU8mfrgxr62UelMptQDhXsj/D+GedSDctlWD2j5BKbVvuPcTEUE4kTs+htjVKB9/DMBvB8WZp5S6L+GLJ29vovfdAqAJQIlSqgDhumgZYZwj/dk4DaAvyWOXA/gKwqUTBQiXDmCIGI4BKB3l2YuxGNVnPgZPIty2G5RSkwD83/ikzcCl7U72XYzkZ6lkwPVShH+WgXAZ0sQB9w0+GEv02Sf9TJRS/6mU+gqAKwFsA/DSCGIjMj0mz0Tm83sA50VkvYQHddlFpEJE/jZy/78C+BcRuUbCbhCRyZH7TiJcc5yMB8A/isinRSQP4bKIrUP0Go7GiF5bRKZKeKBfLgAfgG4A0SnsNgN4VD4ZoFYgIl9L8n4vAbhdROaLSBbCdb4+AIkS7eGcBFAsItkjfPy/A7hWRO4WkazI5W9lwIDFqGHam+h98wGcUUr1icgXEU5mo04hXAKS7Dv+dwBXicj/lPAg0HwRuWnwgyK99I0AnpXw4FR7ZMCbM/L+PgAfI5zIPTHo6YN/xn6PcG3tUyKSKyI5IvKlJPFdjhF/5kkM97uRj/B3c1ZEpiM8tmCo5w/3XQzlYREplPC0lWsAbI3s/xOA/0vC86IXIFz6NFQMST8TEcmW8MDUgkhZ03l88nNHZGlMnonSV3RkfvTy2kieFKkNXYxwveZhhHsJ/xXhXkAgXIv5EoCdCP9DbEC41hcI16e+EDmFm2j2h0YAP0d4MNRhhHsf3WNoWyIjfW0bwonuCYTLMm4GcD8AKKVeA7ABwC8jp84PAFiU4DWglHof4d7BOoQ/o8UITw/YP4bY9yA8RV+HiJwe7sFKqQsAbkW4Dv0EwuUCGxAebDZY0vYmed/7AfxvEbmA8KDRWG9hpOyhFsBbke/4vyeIawHCn0UHgA8AuJI04yGEB57+ZySuDZFYX0S4lOA4wgP4fjfoeQ0I19GeFZFtA35erwZwFEA7wmUq42qUn3ki38XQvxuPIzzg7hyANxAe8DrQkwC+E3n+Q8N9F8N4HeFBwX+KvFcDACildiGcSL8buf/fBz3vhwDukvDMJT8awWdyN4Ajkd+l1Qj/vhBZXnTEMhERERERDYM9z0REREREI6Q1eRaRRgkvhnBAZxxERERERCOhu+f5eQC3aY6BiIiIiGhEtCbPSqn/QHigCRERERFR2jN6Xs3LJiIrAawEgAkTJvxNSUnJMM8Yf6FQCDab7k761GKbrYFttga22fys1l6AbbYKnW0+dOjQaaXUpwbvT/vkWSn1EwA/AYBZs2ap/fv3p+y9PR4Pamtr0drairKyMtTU1KCycqyroGYGm82GgTOwiAhCoZDGiIyXl5eHnp6e2O3c3Fx0d3drjCh1mpubMXfuXN1hpBTbbA1Wa7PV2guwzVahs80i0pZov7UOX0bB4/Fg1apVOHToEEKhEA4dOoRVq1bB4/HoDs0wgxNnAFBKmfood3DiDAA9PT3IyxvtKsyZxWazQUTgcrkgIqb+jqPcbjdycnLgcrmQk5MDt3u8pqdOX6WlpXHfc2lpqe6QaJx5PB5UVFRg/vz5qKioMPX/qCi22RptTmtKKa0XhJduPTCSx/7N3/yNSpWioiKF8FKmcZeioqKUxZBqidobvZiVFdssIgnbKyK6QzPMAw88kLDNDzzwgO7QDFNSUpKwzSUlJbpDM9Tgv91m/pu9ZcsWlZWVFdferKwstWXLFt2hGcaqbZ40aVKs3VlZWWrSpEmmbvNAXq9X23sD2K8S5KNaF0kREQ+AuQCmILxs6P9SSjUke3wqyzZEJLZVSsW2AC7pnTWLaJsTYZvNg22Oxzabx+TJk3HmzKVj0IuKivDxxx9riMhYOTk58Pl8l+x3Op3o6+vTEJHxom222WyxWthQKGTqNlvt5zqqtLQUx44di90uKSnB0aNHUxqDiPxBKTXrkv2Z9EdUR/KcSCZ9ZqPBNsdjm82DbY7HNpuD1doLsM2DmbXNgxPnqFQn0MmSZ/MXOhIRERFRxkiUOA+1P9WYPBMRERERjRCTZyIiIiKiEWLyTEREREQ0QkyeiYiIiIhGKO1XGEyVoUazjuSxmTji1YptJiIiIrocTJ4jBieCVpgaxoptttoBw2jam+zxmdZmIiIiI7FsI4lbb711VPspMwxeJWg0j83EJHK0bTBDm0XkkstoHk9ERDQUJs9JvPnmm7j11lvjVhq89dZb8eabb2qOzDjJEqVMTKDIui73gCET8YCBiCh1WLYxhGiiLCIIhUKao0mNaPIwcDlyM4suvZ5ov1lZsc1ml+i7M3sZ1uWWJJnhMyAiPZg8k+VZ7YABsF6becBgPjxgGP1jzfAZEKUDyyTPRUVF6OrqGvPzL+fUZmFhIc6cOTPm54+Vrjbrai/RUHjA8Ml+ykwc5D36x2bi52DFNmcay9Q8d3V1JayFHMnF6/WO+blKqctKYDOxzbraC4QPGBLVf47kAiSuHR3JpaioSFubiZIZWMedyTXdI8VxG+ZjtQHPgDXbfDljNnSM27BM8kzWwAMGHjCQtVnpgMGKBwu5ubmj2k+ZIdMOGJg8E2U4Kx4wEFGYlQ4WAKC7u/uSRDk3Nxfd3d2aIjKeFQ+S0p1lap6JyDxYz09kXdFE2SrjFwCO2Ri4Px1YJnlW/2sS8N2CMT13LgA0X+Z7E9G4ifa2j0VzczPmzp07pufqnBOZBwxEZCXpfMBgmeRZHj8/pg//1MVT+FbTt/CvX/lXTJkwZWzvLQL13TE99bKM9YDhlN2G5z81BRX/72lMCY5+fmseLBCNP6sdMFzuwQLAAwYiMoZlkuex2vzuZvzF9xdsfmczvvPfv6M7nFEZ6wHD5t/9C/7r/ZexecHaMbVZ18ECoO8MAw8YiMbX5RwsAJl5wEBEmYHJ8xBOXTyF1//8OhQUtv15G1Z/YfWYe58zRaa3WdcZBp0HDERkDlZcj4AoEzF5HsLmdzcjpMJlCyEVysje59GyYpuBzD7DwN52InPQVZoDZG55Dg8YSAcmz0lEe2D9IT8AwB/yZ2RP7GhYsc0Ae9szsbedBwxE5mDFAwbKfEyekxjYAxtl9p5YK7YZYG97JrZ3rAcMwOXXwrI8h4guhxVnzjFbm7lIShLvdL4T64GN8of8+FPnnzRFZDwrtjlZb/vp3tOaIzPW4N52s7eXiChdWHFhK7O1mT3PSbyy5JXY9cs9NZQprNhm9rZbo71Rpy6ewg86foCK3oqMKs0BWKpCRJQuLJU866pvKiws1PK+NDz2tlunth1gqcqY3pelKkREcSyTPF/OfKHpuLrNSOk4YMikgwX2todZofc50weGWs3l9LQD7G0nIuNYJnm2Ih4wpE4mHTBYsbcdsG6pSqa6nJ52gL3tRGQcJs9kKlY9YBgNK/a2W7lUhTKHrrr22HsT0YgweSYi07NqqQqQ2YMkrUZXXTvA3nai0WDyTGQCLFUZmlVLVYDMHiRJ5sfedspETJ6JMhxLVYZnxVIVgIMkKf2xt50yERdJISIyqUSDJImI6PKw55mIMhJLVYbGQZJE6YkLHmU+Js9ElHFYqjI8DpLkIElKT1zwKPMxeSYiMiEOkuQgSaJ0YbbedibPREQZYjxKVQ7gAAQjf51MKlUBOEiSKB2ZrbedAwaJiDKAUmrMl8t5/pkzZzS3fHQ4SJKIjMbkmYiITCHZIMnTvac1R0ZEZsLkmYiITGGoQZJEROOFyTMREaUlERnV5YWdLyQcJPn8zudH9TqZWOf9g44fsIedKEU4YJCIiNLO5U4neMmUhP98mQGlMc4uQpRa7HkegsfjQUVFBQCgoqICHo9Hc0RERESfGDy7CHufiYzH5DkJj8eDNWvWoKenBwDQ09ODNWvWmD6Bjp62HHydiIiMN9pSlS+s/gJ6+3oBAL19vbhh1Q2jfo1MLFUh0onJcxLr1q3DuXPncOTIEQDAkSNHcO7cOaxbt05vYAZKligzgSYiMt5opxHs7OnEtFunwZYV/lduy7Jh2q3TcOriKdNPSUikE5PniMFH4e3t7ejv7497TH9/P9rb2xMetRMREaWSlWcX4SBJ0onJc0SiRQUAIDs7O26b6LGXO7BFl9EcAJj5gIGlKkSUicyyBPtYyky+sPoL+HPvn8dcpsJSFbocnG1jGE8++STKy8vR0tKCtWvX6g5nXA1O+odKGjP1AGE4Q5WqmLXNRGQOryx5JXY9U/9mjSXmUxdPYdGvFsEX9GHardPw7o/f5RLslFJMnocgInjkkUfg9/uRlZWVsX+ciIiIzCLREuycoo9SicnzEJRScDqdCAQCcDqd8Pv9wz+J0tpoSjISPZYHT0RE+iRbgn31F1ZnVO+zjvJAlqmMH9Y8D6O7uxtKKXR3d+sOhcbBaGrVzVLbTkRkFmYYJDnamVAG/w8a63M5o8r4Yc8zkQUN7PWIXufBARGlO7MMkqTMxuQ5CafTiVmzZmH//v3w+Xxxt4kyGQdJElGmMsMgSasyU6kKk+ckfD4f3n77bWzYsCE228b69esRCAR0h0ZERESUMS7nICcdD5KYPCfhdDpx1113obGxEa2trSgrK8OyZcvwyiuvDP9kojQx2iN9DpIkIiIaGpPnJPr7+/HSSy/FZtg4ePAgDh06xJ5nyiiJEl8rzudNRJTpTl08hU8/8mmc7j2dUTOLmBFn20giOzsbfr8feXl5AIC8vDz4/f64lQaJiIiIUmHzu5sx8dqJGTWziFkxeU7C5/PBbrfD5/MlvE1EmYXLsBNRporOby02wbY/b8Pp3tO6Q7I0Js9DCIVCKCoqgoigqKgIoVBo+CcRUdoZaoYRIqJ0l2hVRdKHyfMQysvL0dHRgT179qCjowPl5eW6QyIiIiILSbaqInuf9WHyPISDBw8iPz8fLpcL+fn5OHjwoO6QiGgY0ZKMgZfRPJ6IKJ2YYVXFsRo4SDKdMHlOwuFwQERiy3J3d3dDROBwcIISonQ22mXVuQQ7EaUzK6+qmK6DJJkJJjFp0iR0dXXBbrcjGAzCbrcjFAph0qRJukMjIiIii7DqqoqDB0mu/sLqtJmijz3PSZw5c2ZU+4mIiIhofKTzIEkmz0mICObNm4frrrsONpsN1113HebNm8eaSCIiIiIDpfsgSSbPSSil0NzcjKqqKrzxxhuoqqpCc3OzZU6XEFHmc7vdyMnJAQDk5OTA7XZrjoiIaHjpPkiSNc9JiAjmzp2LxsZGtLa2oqysDHPnzsWePXt0h0ZENCy32436+vrYbZ/PF7tdV1enKywiomGl+yBJyaSe1FmzZqn9+/en5L2iM2ts2LAB5eXlaGlpwfr16xEIBEzb+zxUSQrbbB5sczy22ZysNLAKsF57AbbZKnS2WUT+oJSaNXg/e56TuP7663HNNdfgscceg8/ng9PpxB133IEPPvhAd2hERHFGOxZj8OOt9s+YiOhyaK15FpHbROR9EfmziDyiM5bBampq8M4772DHjh3YtWsXduzYgXfeeQc1NTW6QyMiisO5rYmIUkdbz7OI2AE8B2ABgHYA/ykiTUqpFl0xDVRZWQkgXDcYrXmura2N7SciIiIi69FZtvFFAH9WSv0FAETklwC+AiAtkmcgnEBXVlaiubkZc+fO1R0OEREREWmmM3meDuDYgNvtAG4a/CARWQlgJQBMnToVzc3NKQluoO7ubi3vm06s2H622RrYZvOySjujrNZegG22inRrs7bZNkTkawAWKqXujdy+G8AXlVJJJyJN5WwbA1ml59mKo/PZ5nhss3lYsc0DWW1WAqu1F2CbrSIdZ9vQOWCwHUDJgNvFAE5oioWIiIiIaFg6k+f/BHCNiHxaRLIBfANAk8Z4iIiIiIiGpK3mWSkVEJEHALwJwA6gUSl1UFc89AmbzYZQKBTbEhEREVGY1kVSlFK/BvBrnTHQpaIJMxNnIiIionhcYZCIiExj4EDJ6HWrDbAiImNpXWGQiIhovCSbYWS0y5cTEQ2FyTMRERER0QixbIOIiDLOaHuTBz+epRxENFZMnomIKOMkSn6tvjAMEaUGyzaIiIiIiEaIyTMRERER0QgxeSYiIiIiGiEmz0REREREI8TkmYiIiIhohJg8ExERERGNEJPnIXg8HlRUVGD+/PmoqKiAx+PRHRIRERERacR5npPweDyoqalBQ0MDgsEg7HY7qqurAQCVlZWaoyMiIiIiHSSTJo6fNWuW2r9/f0req6KiAkuXLsW2bdvQ2tqKsrKy2O0DBw6kJIZUs+ICA2xzPLbZPNjmeGZtc5SImL6Ng7HN1qCzzSLyB6XUrMH72fOcREtLC3p6etDY2Bjrea6qqkJbW5vu0IiIiIhIE9Y8J5GdnQ232w2XywWHwwGXywW3243s7GzdoREREQH4ZGwOAI7NIUoR9jwn0d/fj/r6etx4440IBoPwer2or69Hf3+/7tCIiIjg8XiwfPny2O2DBw/GbnNsDpFxWPOcBGue42XSz8losM3x2GbzYJvjmbHNVmvvYKz/tQbWPGeQmpqahLNt1NbW6g6NiIgsaKhkeSSPtVrSRWQUJs9JRE95ud3uWM9zbW0tT4UREZEWg5Nfq/c8E+nCso0RaG5uxty5c1P+vqlmxT/EbHM8ttk82OZ4Zmyz1do7GEsYrCEdyzY42wYRERER0QgxeSYiIiIiGiEmz0REREREI8TkmYiIiIhohJg8ExERERGNEJNnIiIiIqIRYvJMRERERDRCTJ4pzuB5Q0ezohURERGR2TF5pjhKKcyePRsvv/wyZs+ebbnJ2ImIKL2JSKxjZ+B1olTh8twUx2azYd++fdi3b1/sdigU0hwVERFR8rOhVlx5j/RhzzPFyc/Px8yZMyEimDlzJvLz83WHRERERJQ22PNMMQ6HA4FAAMAnR/eBQAAOB39MiIgo9UZTkpHoseyNJiOw55liVq9ejd7eXvT29kIpFbu+evVq3aEREZEFKaXiLqN5LBNnMgq7FCmmrq4OAPDTn/4USimcPXsW999/f2w/ERERkdWx55ni1NXVoa+vD16vF319fUyciYiIiAZg8kxERERENEJMnomIiIiIRojJMxEAu90etyUiIiJKhMkzEYBgMBi3JSIiIkqEyTMRERER0QgxeSYiIiIiGiEmz2R5WVlZmDlzJmw2G2bOnImsrCzdIREREVGaYvJMlhddfjy6GhWXIyciIqJkmDyT5fX29sLtduPXv/413G43ent7dYdEREREaYpdbEQA1q5dqzsEIiIiygDseSZLy83NHdV+IiIisjYmz2RpPT09AD6pc45uo/uJiIh0c7vdyMnJAQDk5OTA7XZrjsjamDxTHI/Hg4qKCsyfPx8VFRXweDy6QzKciGDy5MkAgMmTJ0NENEdEREQU5na7UV9fD5/PBwDw+Xyor69nAq0Rk2eK8Xg8qKmpQV1dHd58803U1dWhpqbG9An0TTfdhI6ODni9XnR0dOCmm27SHRIREREAoL6+flT7yXhMnimmtrYWDQ0NcLlccDgccLlcaGhoQG1tre7QDPW73/0ORUVFcLlcKCoqwu9+9zvdIRERkUWJSNxlNI/lmdPU4GwbFNPa2oo5c+bE7ZszZw5aW1s1RWQ8u92OYDCIrq4uAIht7Xa7zrCIiMiiomsORA2VEA9+LKUGe54ppqysDHv37o3bt3fvXpSVlWmKyHgFBQWw2WyYOnUqAGDq1Kmw2WwoKCjQHBkRERGlIybPFFNTU4Pq6mp4vV4EAgF4vV5UV1ejpqZGd2iGOXv2LObNm4fOzk4AQGdnJ+bNm4ezZ89qjoyMEF16nUuwExHRWLFsg2IqKysBhEf2tra2oqysDLW1tbH9ZjRt2jQcPHgQu3fvRjAYhN1ux4oVKzBt2jTdoZEB/H5/3JaIiGi0mDxTnMrKSlRWVqK5uRlz587VHU5KXLx4EVVVVTh69ChKS0tx8eJF5Ofn6w7LcCICpVRsS0RERMNj2QZZ2vHjx5GdnQ3gk4EX2dnZOH78uM6wUiLaXibOREREI8fkmSwtOzsbjzzyCA4fPow9e/bg8OHDeOSRR2IJNREREdFALNsgS+vv70ddXR1uvPFGBINBeL1e1NXVob+/X3doRERElIbY80xxrLY8d3l5OVasWAG3242FCxfC7XZjxYoVKC8v1x2aoWw225C3iYiIKDH2PFNMdHnuhoaG2MwT1dXVAGDaGTdqamoSttnsqyqGQqEhbxMREVFiTJ4pZuDy3NHZNhoaGuB2u02bPFtxer5ks2twWVciIqLh8VwtxVhxeW4gnEAfOHAAu3fvxoEDB0ydOAOITU83derUuC1n3SAiIhoek2eKseLy3ID16rwB4DOf+Qw6OzuhlEJnZyc+85nP6A6JiIgoIzB5phgrLs/t8XiwZs0a9PT0QCmFnp4erFmzxvQJ9IcffojVq1dj+/btWL16NT788EPdIREREcWUlpbGygB80hoAACAASURBVAlFBKWlpZoj+oRk0qnaWbNmqf3796f8fa202p7H40FtbW2s/rempsbUZQwlJSW4cOECCgsLYysMdnV1IT8/H8eOHdMdniGGqm3OpL8Ho8E2x2ObzcFq7QXY5sHM2ubS0tKE/4NLSkpw9OjRlMUhIn9QSs0avJ8DBimO1Zbnbm9vR0FBAYD4P0Lt7e26QiIiIrK0ZJ1X6dKpxeSZLM9ms6GxsTE2Vd2dd96pOyTDTZ06FWfPnoXP54PT6cQVV1yBkydP6g6LiIgsaDSzPSV6bKp74FnzTJY3+BfRClO2nTx5EhMnToSIYOLEiUyciYhIG6VU3GU0j9VRuqKl51lEvgbguwDKAHxRKZX6QmaiiN7eXixcuBB+vx9ZWVlwOMx/QsZut6O7uxtKKXR3d8NutyMYDOoOi4iIKO3p6nk+AOAfAPyHpvcnAgAUFRXB5/OhqKgIIhJ328yCwSDuvfdebN++Hffeey8TZyIiohHS0sWmlGoFrHF6nNLbxIkT0dvbizNnzkAphTNnzsDpdGLixIm6QzPUlClTsGnTJmzatCl2+/Tp05qjIiIiSn9pf35aRFYCWAmEBzk1NzenPIbu7m4t76uTVdp8/PhxTJo0CQUFBejs7MTkyZPR29uL48ePm7b9OTk5OH36NPLz89Hd3Y28vDycPn0aOTk5pm3zUNhma7Bam63WXoBttop0aLNh8zyLyG8AXJXgrhql1OuRxzQDeGikNc+c5zl1rNLmnJwcPPHEE3jwwQdjbX722Wfx2GOPoa+vT3d4hrDb7QiFQpfst9lspi3fsOI8qWxzPDO22WrtBdjmwdhmw+NI7TzPSqlbjHptovHS39+P+vp63HjjjQgGg/B6vaivr0d/f7/u0AwTTZxtNhtCoVBsmyihJiIionhpX7ZBZKTy8nJcc801WLRoUWzO40WLFpm+5tlms+E3v/lNbG7rW265hckzERHRCGiZbUNEvioi7QD+DsAbIvKmjjiIXC4XmpqacMUVV0BEcMUVV6CpqQkul0t3aIYKhUKorKzEggULUFlZycSZiIhohLQkz0qp15RSxUopp1JqqlJqoY44iLZt24ZJkyZhwoQJEBFMmDABkyZNwrZt23SHZrjowihcIIWIiGjkuMIgWVp7ezteeuklHD58GLt378bhw4fx0ksvob29XXdoRERElIaYPBMRERERjRAHDJKlFRcX42tf+xoKCwtx9OhRlJaWoqurC8XFxbpDM5SI4Morr8TJkycxdepUdHZ2mnbKIyIiovHEnmeytKVLl+LChQvo7e1FKBRCb28vLly4gKVLl+oOzVAOhwMTJkyAzWbDhAkT4HDwOJqIiGgkmDyTpXm9Xjz66KOYMmUKbDYbpkyZgkcffRRer1d3aIby+/04d+4cQqEQzp07B7/frzskIiKijMDuJrK01tZW/PGPf8T3vve92AqDfr8fTz75pO7QDJWVlYXu7m4A4aXYs7KymEATERGNAJNnsrSysjI8/vjj2LZtG1pbW1FWVoalS5eirKxMd2iGCgQCsNnCJ56stLpg9CCBBwtERDRWTJ7J0lwuFzZs2IANGzagvLwcLS0tWL9+PVavXq07NMMUFxejs7MztgR5MBhEdnY2rrzySs2RGS+aMDNxJiKisWLyTJbm9Xpxxx134LHHHostz33HHXeYuub54sWLCAaDeOaZZ2IHDOvWrcPFixd1h0ZERJT2mDyTpbW0tKCnpwc7duxAMBiE3W5HVVUV2tradIdmmDNnzmDJkiVxBwy33347mpqadIdGRESU9pg8k6VlZ2fjS1/6Etxud6zm+Utf+hI++ugj3aEZaufOnbE651AohJ07d2qOiIiIKDMweSZL8/l82Lp16yU1z4FAQHdohhER9PX1obCwEF1dXcjLy0NXVxdERHdoREREaY/JM1ma0+nErFmz4koYbrrpJuzfv193aIZRSkFEkJ2dHbflCoNERETD4yIpZGk+nw9vv/02nnjiCezYsQNPPPEE3n77bfh8Pt2hGerrX/86pkyZAhHBlClT8PWvf113SERERBmBPc9kaU6nE3fddRcaGxtjNc/Lli3DK6+8ojs0Q+3cuROvvvpqbJDknXfeqTskIiKijMDkmSytv78fb731FhobG+Nm24jOgWxGRUVF6OrqQmVlJU6ePImpU6fi7NmzKCoq0h2aoRwOB0QktkiKUsrUte1ERGQMlm2QpZWXl2PFihVwu91YuHAh3G43VqxYgfLyct2hGaa+vh42mw0nT54EAJw8eRI2mw319fWaIzNWIBBAMBgEEF4YhokzERGNBXueydJqampQU1ODhoaGWM9zdXU1amtrdYdmmOeffx7BYBA2mw2hUAg2mw3BYBDPP/88KisrdYdnqIHT8xEREY0Fk2eytGiyOHCe59raWlMnkTt37kR+fj5ef/312AHDV77yFc71TERENAJMnsnyKisrUVlZiebmZsydO1d3OCmxcuXKuAOGlStX4plnntEdluEG9raz95mIiMaCNc9EFvTcc8+hp6cHSin09PTgueee0x1SSkQXguGCMERENFZMnoksJrrC4A033IBf/epXuOGGG9DX12eJhHLSpEmw2WyYNGmS7lCIiChDMXkmy/N4PKioqMD8+fNRUVEBj8ejOyRDKaWQlZWFpqYmfPWrX0VTU1Ns6jYzs9ls6OrqQigUQldXF2w2/vkjIqLRY80zWZrH40k42wYAUw8aXLt2LbZv3x6reV68eDGeeuop3WEZanCNM2ueiYhoLJg8k6XV1taioaEBLpcrNmCwoaEBbrfbtMlzcXExXnjhBfziF7+IHTCsWLECxcXFukMzjIhAKXXJgEErlKoQEdH44nlLsrTW1la0t7fHlW20t7ejtbVVd2iG2bhxIwKBAKqqqrBw4UJUVVUhEAhg48aNukMzjFIKDocjbp5nh8Nh+lIVIiIaf0yeydKmTZuGb3/72+jp6QEA9PT04Nvf/jamTZumOTLjVFZWYtmyZfjoo48QCoXw0UcfYdmyZabtaY8KBAKw2+0AALvdbpkVBvPy8uK2RER0eVi2QZZ28eJFXLhwAf/0T/+E8vJytLS0YN26daYeTObxePDGG29gx44dcXXes2fPNnUCLSLYuHFj7Ht+6KGHLNHz3N3dHbclIqLLw+SZLO3MmTN45JFH0NjYGBs89/DDD5t68JwV67yBcOnG2rVrdYdBREQZzrzda0QjNG/ePBw4cAC7d+/GgQMHMG/ePN0hGaq1tRVz5syJ2zdnzhxT13kTERGNFybPZGnFxcW455574PV6EQgE4PV6cc8995h65omysjI8/vjjcYMkH3/8cZSVlekOzXB5eXkQEdb/EhHRmLFsgyxt48aNWLNmDaqqqtDW1oYZM2YgGAzi2Wef1R2aYVwuFzZs2IANGzbE6n/Xr1+P1atX6w7NcL29vVBKobe3V3coRESUoZg8k6VFa3xra2shIsjNzcUTTzxh6tpfr9eL9evXx9V5r1+/Htu2bdMdmqFcLhc6OzvR2tqK6667DldeeSW8Xq/usIiIKMOwbIMsr7KyMq7m2cyJMxCuef7c5z4Xt+9zn/uc6WuevV4vPv74YwDAxx9/zMSZiIjGhD3PRBYzbdo0rF+//pIVBs08t3Vubi56enrQ2dmJUCiEzs7O2H4iIqLRYPJMZEFnz57FwoUL4ff7kZWVBYfDgcmTJ+sOyzCFhYVQSsHv9yMUCsFutyMnJweFhYW6QyMiogzDsg0ii2lvb4fP50NRURFEBEVFRfD5fGhvb9cdmmFOnDiBzZs349prr4XNZsO1116LzZs348SJE7pDIwMMXEmSiGi8MXkmshgRwapVq9DR0YE9e/ago6MDq1atgojoDs0wZWVleP/99+P2vf/++5aYns+KgsFg3JaIaDwxeSayGKUUduzYETe39Y4dO0y9VLXL5cKTTz6J06dPIxQK4fTp03jyySfhcrl0h0ZERBmGyTORxTidTkyfPh2LFi3CggULsGjRIkyfPh1Op1N3aIbZtm0b8vPzMWHCBNhsNkyYMAH5+fmmn56PiIjGH5NnsjyPxxO32p7H49EdkqFuvvlmvPXWW5g4cSIAYOLEiXjrrbdw8803a47MOO3t7Xj55Zdx+PBh7N69G4cPH8bLL79s6jpvIiIyBmfbIEvzeDyoqalBQ0NDbNq26upqADDtfM8tLS3IyspCV1cXAKCrqwtZWVloaWnRHJmx6uvrsXjxYvh8PjidTixcuFB3SERElIHY80yWVltbi4aGBrhcLjgcDrhcLjQ0NKC2tlZ3aIZpb2/H5MmTsWfPHuzatQt79uzB5MmTTd0Lm5ubi6amJvj9fgCA3+9HU1MT53kmIqJRY/JMltba2oo5c+bE7ZszZ47pV9t78MEH4w4YHnzwQd0hGerixYsAgIKCgrhtdL+ZRWdRMfNsKkREqcTkmSytrKwMe/fujdu3d+9e009h9uyzz8bNtvHss8/qDslQSiksW7YM06ZNg81mw7Rp07Bs2TJTzzASFW2jFdpKRJQKrHkmS6upqUF1dXWs5tnr9aK6utrUZRvFxcX4+OOPL1lhsLi4WHdoREREaY/JM1ladFCg2+1Ga2srysrKUFtba9rBggCwdOlSPPfcc7DZwieeQqEQ+vr6sHTpUs2RGUdEsHXr1tjtgwcP4uDBg6YuZRARKKUSbomIaOxYtkFkMdu2bUNBQQFKSkogIigpKUFBQYGp5zxOtkyzmZdvVkrB4XDElW0MvE1ERGPDnmeyNCtOVdfe3o6dO3diwYIFaG5uxty5c7Fr1y7ceuutukMzTCAQQHl5OT788MPYVHWf/exnTT89X1ZWFkQkrjwnEAjoDouIKKOx55kszYpT1VnVokWLcPXVV8Nms+Hqq6/GokWLdIdkuL6+Pjz11FPYsWMHnnrqKfT19ekOiYgo40kmncKbNWuW2r9/f8rfN9o7ZyVWabPdbkdfXx+ysrJibfb7/cjJyUEwGNQdniFKSkoQCASwZcuWWG/78uXL4XA4cOzYMd3hGSJa5zt16lR0dnbiyiuvxMmTJwGYdxaKoWqb2WZziLbXbrfHfpejf7fM2F7Aet8xwDYPlso2i8gflFKzBu9nzzNZmhWnqtu4cSMuXryIhQsXYsGCBVi4cCEuXryIjRs36g7NME6nEwDQ2dkJpRQ6Ozvj9hNlsmjCbNYDfqJ0w+SZLC06Vd3AOY+rq6tRU1OjOzRDDT5yN2vvRZTP50NWVlbc4LmsrCz4fD7NkRlv9uzZePnllzF79mzdoRARmQIHDJKlWXGqunXr1iEvLw+vv/567FTvihUrsG7dOlO3+6677sK7774b+55vuOEGeDwe3WEZbt++fdi3b5/uMIiITIM9z2R5lZWVOHDgAHbv3o0DBw6YOoEEwrNtvPDCC3GDJF944QW0t7frDs1QL730EqqqqvDGG2+gqqoKL730ku6QUiIvLy9uS0REl4c9z0Rkeg6HA3a7HY888kjctG1WWDDk4sWLcVsiIro8TJ6JLKa4uBhf+9rXUFhYiKNHj6K0tBRdXV2mXp47GAzGzW/s9/sBDD2i2yxCoVDcloiILg/LNogsZunSpbhw4QJ6e3sRCoXQ29uLCxcumHp57qjCwsK4LRER0WgxeSayGK/XiyVLluDs2bMAgLNnz2LJkiXwer2aIzOOUgp5eXl49dVXsWvXLrz66qvIy8sz/SwjgDVn27DZbHFbIqLxxLINIotpaWnBxYsXsWPHjrglyY8cOaI7NEOtWrUqblaVVatW4ZlnntEdlqGys7PjZtvIzs5Gf3+/5qiMJSJxpSoiYomDJCJKHR6WE1lMdnY2HnjggbjZNh544AFkZ2frDs1Qzz33HHp6egAAPT09eO655zRHZLz+/v64XlizJ87AJ3N4A4ib25uIaLyw55nIYvr7+/Hkk0+irq4uNmCwu7vb1InV5z//ebz33ntoa2uDUiq2/fznP687NMMNXBjGKqIDQqNbIqLxxJ5nIouZPn16bOaJaEIVCAQwffp0nWEZqqurC3a7PS6RtNvt6Orq0hyZsQaWLCilLDG7CBGR0djzTGRBVlueu729HVdddRW2bNkSq/Nevny56ReGUUrBZrMhFArFtlYQPWhgvTMRGYE9z0QWc/z48VhNaLQnMisrC8ePH9cZluFcLhfcbjcWLlwIt9sNl8ulO6SUWLVqFbZv345Vq1bpDiVlrFiqQkSpw+SZyGKys7Px6KOP4vDhw9i9ezcOHz6MRx991PQDBq26PPemTZuwePFibNq0SXcoRESmwLINIovp7+9HfX09brzxRgSDQXi9XtTX15t6wKBVl+eOtjHaZqVU3EqLZjV16lScPHkytiUiGk9Mnokspry8HNdccw0WLVoEn88Hp9OJRYsWYeLEibpDM0x0eW673Q4gPP+v3+83dfIsIggEArjvvvvw5S9/Gb/+9a+xadMmU7c56tSpU3FbIqLxpCV5FpGnASwG0A/gQwDfVEqd1RELkdW4XC5s3rwZGzZsQHl5OVpaWrB+/XqsXr1ad2iGsdvtsR5YIJxMW2EO4KysLGzatClWspGVlWWJnueBi6QQEY03XTXPuwBUKKVuAHAIwKOa4iCyHK/Xi/Xr16OxsRG33347GhsbsX79elMvzx0IBOD3++MWDPH7/aZOJKdPn47c3FzMnDkTIoKZM2ciNzfX1FMSEhGlgpaeZ6XUzgE3fwfgLh1xEFlRa2sr/vjHP+J73/sempubMXfuXPj9fjz55JO6QzNctGTBCqULwCezTUTba/aediKiVEiHmucqAFuT3SkiKwGsBMKDQJqbm1MU1ie6u7u1vK9ObLN5lZaWoqqqCnv37o2tMDhnzhyUlpaavv0rV67EvHnzsGfPnlgpg1nbHJ2S8Ny5cwCAI0eOIDs7G+fPnzdtm4ditTabvb3Z2dno7++PbQHztzkRtlkPMaonQkR+A+CqBHfVKKVejzymBsAsAP+gRhDIrFmz1P79+8c30BGI9s5ZCdtsXm63O2nNc11dne7wDCEiyMnJwVVXXYW2tjbMmDEDHR0d6OvrM21vrMPhgFIKTz/9dOx7fvjhh2MDCc0o2sNeWFiIrq6u2BYwZ6/7UGdQzNhe4JM222y22EI40dp2s7c5EbbZ8Dj+oJSaNXi/YT3PSqlbhgno/wFwB4D5I0mciYzi8XhQW1uL1tZWlJWVoaamBpWVlbrDMozX68Udd9yBxx57LDbbxh133GHqmmcA6OvrQ19fH0Qkdt3Moisprl27NrbPbrcjGAxqjCo1zp8/H7cl8zF7wkzpTddsG7cBWA/gZqXURR0xEAHhxLmmpgYNDQ2xZKO6uhoATJtAt7S0oKenBzt27Ii1uaqqCm1tbbpDM0xRURG6urpw6tQphEIhnDp1CiKCwsJC3aEZKhgMxi3PbYXEGQAmTZqErq6u2JaIaDzpmm2jHkA+gF0i8icR2awpDrK42tpaNDQ0wOVyweFwwOVyoaGhAbW1tbpDM0x2dnZseepom91ut6lXGKyvr0deXl7cbBt5eXmor6/XHJnxrDhtWzRhZuJMREbQNdvG1Trel2iw1tZWzJkzJ27fnDlz0Nraqiki41lxhcHoWYRoec61115r+vKcqOjczg6HIzbPtVkVFxfjo48+iutht9vt+Ku/+iuNURGR2ejqeSZKC2VlZdi7d2/cvr1796KsrExTRMYrLy/H8uXL4Xa7sXDhQrjdbixfvhzl5eW6Q6NxFk2co8tyZ2Vl6Q7JUEuXLkUoFIqtJGm32xEKhbB06VLNkRGRmTB5JkurqalBdXU1vF4vAoEAvF4vqqurUVNTozs0w9TU1GDLli2oq6vDm2++ibq6OmzZssXUbfZ4PFizZg16enqglEJPTw/WrFkDj8ejOzRD+f1+LF68GK+99hoWL15s+p7nbdu2oaCgACUlJRARlJSUoKCgANu2bdMdGhGZiGFT1RmBU9WljpXabLXZNgDrtbmkpARnzpyB3++H3+9HVlYWsrKyUFRUhGPHjukOzxDpMtVTKokIlixZgjfffDM2k8zChQvR1NRkyjZb9TtOhm02j3Rpc7Kp6pg8j4CVEskottkarNLm6B9ih8MRq/+NznWcSX8DRyNd/vmkkohARPD9738/Nrf1Qw89BKWUKds8cM7j6IwqZp/Czao/18mwzYbHkdp5nokofVmt5xkI/zEeuDBMNKkyq2RzOkfrgc1KROLmto4upmFmVpxRhUgnJs9EFmPFua0BwOl0oq6uLrYkudPpNPVCKcnmdDb7XM+hUAh5eXno7u6ObYmIxhMHDJLleTweVFRUYP78+aioqDD9ILLa2tqEs22YeW5rILzC4LFjxxAKhXDs2DFTJ84DFRYWWmJBmKipU6fGBkb6/X5MnTpVc0TGczgccVsiMhZ/08jSrNgL29LSgosXL17S5iNHjugOzXCTJk3C2bNnLbPynN1uR0FBAc6dO4eCggKcP3/e9D3PJ0+ejF33+Xxxt80qWr8f3RKRsdjzTJZm1RUGH3jggbg2P/DAA6ZeYTCqq6sLSilLJM5AuETj6NGjCIVCOHr0qOkTZyKiVGDPM1maVVcYrKuri1thsK6uztQrDALAhAkTEAgEYlPVORwO9Pb26g7LcFYcTCYiUErFtmaXaLYNIjIOe57J0qy6wuCKFSviap5XrFhh6hUGHQ4HbDYbpk+fDhHB9OnTYbPZWCNqUtGE2QqJM2DNAyQinfifgywtusJgtP43usKgmcs2ampqEtZ5m7nNgUAAoVAo1tPc29uL3t5eJhsmZLPZUFpaira2NsyYMSNWtkJENF6YPJOlRQcFut3u2JzHtbW1ph0sCFizzU6nE3fddRf+9Kc/4dSpU5gyZQpuueUWvPLKK7pDM5SI4Morr0RnZ2dsa/be2FAohNOnT0MphdOnT1sicebUfESpxRUGR8Aqq7ANxDZbg1XabLPZMHPmzIQzjJg1uYqu0BVdLGXgoimZ9Hd/NNJlVbJUsVp7gU/anOiAwextToRtNjwOrjBIRNZUXl6OpUuXxvW2L1++HNu2bdMdmuE+9alPobOzE5/61KfQ0dGhOxyicRFNmNnTTjoweSYi06upqcGaNWuQm5sLAOjp6cFPfvIT/PCHP9QcmfFOnTqFUCiEU6dO6Q4lJbKysgAgNqtK9DoR0Xhh8kxElmLW05yJDD71aYWp2woLC/HLX/4yVqryjW98A52dnbrDIiIT4VR1RGR6tbW12Lp1Kw4fPow9e/bg8OHD2Lp1q6lnGHE4HMjOzobNFv4zb7PZkJ2dbfrp+QoKCjB//nwsWLAA8+fPR0FBge6QiMhkmDwTkelZcTGcQCCA/v7+uDmA+/v7Tb2Es9PpxAcffIDFixfjtddew+LFi/HBBx/A6XTqDo3G2dSpUyEimDp1qu5QyEDRs2dDDSDUwdxdEERE+GQxHJfLFdtn9sVwHA4H7HY7QqEQgsFgbFEYMy/RHQwG4XA40NTUhKamJgAwfZut6uTJk3FbMqd0XfCIPc9EFuTxeFBRUYH58+ejoqICHo9Hd0iGii6G4/V6EQgEYovh1NTU6A7NMNGe58mTJ8Nms2Hy5Mmm73kOBAKw2+1x++x2u6nbTESpx55nIovxeDwJVxgEYNqFUqy4MAwATJw4ETk5OVBKIScnBxMnTkRPT4/usAzV39+PZ555BuXl5WhpacFDDz2kOyQiMhn2PBNZTG1tLRoaGuByueBwOOByudDQ0GDqwXNkHYlmGCEiGk/seSayGCsOnvN4PLF5npVS6OnpwZo1awCYt7cdCM9nnZ+fDxFBX1+f6XudAaCkpARr166N3Z4xYwba2to0RkREZsOeZyKLiQ6eG8jsg+fWrVsHu92OxsZG7Ny5E42NjbDb7Vi3bp3u0AzjcDjgcDjQ0dGBUCiEjo6O2D6zEhG0tbWhsLAQQHjO57a2NvY+E9G4YvJMlsfBc+YfPNfe3o4XX3wxrlTlxRdfRHt7u+7QDBMIBBAIBOLmeY7uswImzERklCG7IERknlJqT+T6p5VShwfc9w9KqV8ZHSCRkQaezgdgidP5Vh08Z0XR5alDoRDsdjvsdrupl6pWSiE/Px9dXV0AgK6uLuTn5+PChQuaIzOOiMDhcMSWIw8EAmk3rReR2chQv2Qi8l9Kqb8efD3R7VSYNWuW2r9/fyrfEgDQ3NyMuXPnpvx9dbJKm0tKShAMBvGLX/wiNvPEihUrYLfbcezYMd3hGY7fs3m/ZxGBzWbD008/HZt54uGHH0YoFDJtchXtbc7Ly0N3d3dsC6TfPLHjIdre/Px89PT0IDc3N3agYMb2Ap+02W63x36Xo/N4m73NibDNhsfxB6XUrMH7hyvbkCTXE90myjjt7e144YUX4k7nv/DCC6Y+nW9FGzduRCAQQFVVFRYuXIiqqioEAgFs3LhRd2iGuvnmm9HY2Ijbb78djY2NuPnmm3WHlBJ33303tm/fjrvvvlt3KClx4cIFhEIhU/ewDxZNmK20AM7AWn7Sa7iRIyrJ9US3iYjSUrQkJTodX25uLp544gnTl6r89re/vaTn2exEBJs2bcKmTZtit83aOweEa9mjS7Anuk3mcfbs2bgt6TNc8vwZEWlCuJc5eh2R2582NDKiFCguLsY999yDLVu2IBgMwuv14p577kFxcbHu0GicVVZWorKy0jKlKsXFxThx4kTctG02m830P9tKqYSn9M3Kaslzsu908MqSZpSuS1Vb0XDJ81cGXP/+oPsG3ybKOBs3bsSaNWtQVVWFtrY2zJgxA8FgEM8++6zu0IguS2FhIdrb22PJVHRrhVO+WVlZCAaDsa1Z5ebmoqenB4WFhejq6optowOgzSjZ92nm75nSz5DJs1LqtwNvi0gWgAoAx5VSnUYGRpQKA0/ni4hlTueT+b333nvIycnBVVddhba2NpSWlqKjowPvvfee7tAM19fXF7c1GtatsAAAIABJREFUK5/PB6fTGRsU2d3dDafTCZ/PpzkyInMbcsCgiGwWkesj1wsAvAPgRQB/FBFmF2QKlZWVOHDgAHbv3o0DBw4wcSbTuP/++5Gbmxs7MLz//vt1h5QS0VP4Zj+VHwgE4PP5YtMP+v1++Hw+y8zlTaTLcLNt/L1S6mDk+jcBHFJKfR7A3wAw79JcRGQ6VlsMBwB+9KMf4dChQwiFQjh06BB+9KMf6Q4pJSZNmhS3JSIaT8Mlz/0Dri8AsA0AlFIdhkVERIazWiIZXQynp6cHSqnYYjhmb3cgEIjrhbVKj+TARVKsIDonLldVNDd+z+ljuAGDZ0XkDgDHAXwJQDUAiIgDwASDYyMiA3g8HtTU1KChoSE2I0F1dTUA866quG7dOtjtdjQ2NsbavHz5cqxbt860bY6ySv3vQIMHSZodZ2GwBn7P6WO4nudVAB4A8DMA/3NAj/N8AG8YGRgRGaO2thYNDQ1xC8M0NDTE5kA2o/b2drz44otxbX7xxRdNvxjOsmXLcP3118Nms+H666/HsmXLdIeUEgUFBXFbs5s9ezZefvllzJ49W3coZKD77rsP27dvx3333ac7FMsbbraNQwBuS7D/TQBvGhUUERmntbUVc+bMids3Z84ctLa2aoooNfbs2YN//Md/RGtrK8rKyrB48WLdIRlu586dePXVV2O97XfeeafukAxnt9vjyjasMNfzvn37sG/fPt1hkMEGLv5Deg2ZPIvIPw9xt1JK/cs4x0NEBisrK8PevXvhcrli+/bu3YuysjKNURmrqKgITz/9NDZu3BhbbW/dunUoKirSHZphioqKcPbsWVRWVqKzsxNXXnklzp07Z+o2A+H5fh0OBwKBQGxLRDSehqt57kmwbyKAewFMBsDkmSjD1NTUoLq6Olbz7PV6UV1dbeqyjYkTJyIYDKKurg5Hjx5FaWkp8vLyMHHiRN2hGaa+vh5VVVU4efIkAODkyZPIyclBfX295siME12KO5owR7ccYGU+Vqtrp/QyXNnGM9HrIpIPYA2AKgC/BPBMsucRUfqKDpBzu92xEoba2lpTD5w7ceIEVq1ahcbGRoRCIXz00UeoqqrCj3/8Y92hGSo/Pz+2SMqMGTPQ05OoP8Q8kg2k4gAr87Hb7QiFQrEtUSoNN2AQIlIkIt8D8C7CyfZfK6XWc4VBosxltYVhpk2bhtdeew07duzArl27sGPHDrz22muYNm2a7tAMU1tbi5UrV8YtkrJy5UpTn2EAAKfTiZkzZ8Jms2HmzJlwOp26QyIDDD67QOY0c+ZM/PznP8fMmTN1hxJnuJrnpwH8A4CfAPi8Uqo7JVEREY2zwafuzX4qv6WlBUePHkVfX1/cIinRpZzNKhQK4fjx47GtFSxZsgTf/OY38bOf/QxNTU26w0kJK07bFi1Lim6t4MiRI7j77rt1h3GJ4Xqe1wKYBuA7AE6IyPnI5YKInDc+PCIygtvtRk5ODlwuF3JycuB2u3WHZKgTJ05gw4YNcLvdWLhwIdxuNzZs2IATJ07oDs0wNpsNFy5ciA0QLCoqwoULF2CzDXvCMaP5/f645aqj181KRNDU1ISvfvWraGpqMv1BoZVZ8YAhXQ1X82zuv7JEFuR2u7F582Zs2LAhNvPE+vXrAQB1dXWaozNGWVkZiouLceDAATQ3N2Pu3Lnwer2mnmEkOj3bwAGDA/eTOQxOpJhYERlvuNk2iMhkfvrTn2LDhg148MEH0dzcjAcffBAA8Nhjj5k2ea6pqcGyZcuQm5sbN3juhz/8oe7QyACcqs78nnnmmdjB/9q1a3WHQxbDnmUii/H5fFi9enXcvtWrV8Pn82mKKLWsdlp7yZIleO2117BkyRLdoaREWVkZ7HY7gPCMDGY+u2Bla9euxaJFi5g4kxZMnoksxul0YvPmzXH7Nm/ebOpZCWpra7F161YcPnwYu3fvxuHDh7F161bTzzwBAL///e9x55134ve//73uUFKitbUVVVVV2L59O6qqqky/ciYAFBYWwmazobCwUHcoZKDoeAWzj1sYKCcnJ26bLli2QWQx3/rWt2I1zuXl5Xj22Wexfv36S3qjzcSqS5LbbDZ0dHQAADo6Oky/oER0FoIf//jH2LRpUyzJMPvZhoHLkVtFYWEhzp07h4KCAku0OycnB8FgMDa3dXZ2Nvr6+nSHZbhoG9OtrUyeiSymrq4Ohw4dwkMPPRSb9mjBggWmrXcGwqfyH3/8cWzbti22MMzSpUtNf0o/FAohLy8P3d3dsa3Z5eTkxP7RhkIh5OTkWKYkySqKiopw5swZAOEDhoG3zSo7Oxvnz4cnOfP7/ZgwYULaJZRWYp2+f6IkPB4PKioqMH/+fFRUVMDj8egOyVAejwcffPABdu/ejV27dmH37t344IMPTN1ul8uFDRs2oKqqCm+88QaqqqqwYcMGuFwu3aEZJjc3FwBiCXN0G91vRuXl5bjttttiJUhOpxO33XYbysvLNUdG4+nMmTOxEpXCwkLTJ842mw3nz5+H0+mEiMDpdOL8+fP/P3t3H9zUdeeP/331YEmWDZYNtrFFgN084IedkoQmLaGTCJZ4RIhDJw9Eps2DXQgwKExDsQF199vuL3LAwWRSU+zAWjTZ1Bq2m4lrHjSugwUdIGmbluRbx84DKRhswCZ+wFi29XTP7w/n3vhC6G6/y/VRzz2vGUboNlPeBwk499zP+RxNlW8kGr7yzGma3++Hx+NBfX094vE49Ho9ysrKAIDZU/e8Xi/q6+vhcDjktm319fVwu93MjjkYDKKiogI+n09eea6oqEBjYyPtaKoZGRm5rtuEwWDAyMgIxVTqcjgc2L17NzIzM9Hb2wubzYampiasW7eOdjTuJtNSqYpUaiU9QZFeWS7BkiTqwTBCIoX578yfP5+8//77k/7rShMMLdHKmAsLC1FTU6OYSAaDQbjdbrS1tdGOpwq9Xo+xsTEYjUZ5zNFoVK6pY5EWx2w0GmEymTB9+nS5Pd/ly5cRDoeZPThk5syZuHDhgmJSodPpkJOTg/Pnz1NMpo6/Vsv99/Rv+9+Cj1mJj1n1HH8khMy/9jpf8+c0TYsbyfLy8nD8+HHFtePHjzNd/5uXl4cnnnhCcariE088wfSYY7EYQqEQzp8/D0IIzp8/j1AoxHTf466uLoiiqGjPJ4oiurq6aEdT1dq1a3HgwAGsXbuWdhRORVprO5nIeNkGp2nSRHJi7SvrE0ktHhiSm5uLxsZGrF27FkuXLsXhw4dRW1uLBx98kHY07ia79dZb8fnnn+PRRx9FXl4ebr31Vpw+fZp2LFXV1taitraWdgxOZa2trWhqakJKSgrtKJrHV545TfN4PCgrK0MwGEQsFkMwGERZWRk8Hg/taJOC9RZekmPHjmHlypX47W9/i0ceeQS//e1vsXLlShw7dox2NFUJgoCqqioEAgFUVVVp4vM+ffo0+vr6AAB9fX1MT5xNJhOys7MV17Kzs5nu2a5l127+5SgihPzd/Lj77rsJDcFgkMqvS5OWxtzQ0EAKCgqITqcjBQUFpKGhgXYkVRUUFJDW1lZCyFefc2trKykoKKCYSl0ASCgUIoR8NeZQKETG/wpkEwBiNBqJ0Wi87uesAnDDHyxav3791451/fr1tKOpRmufMSF8zDTHDOB98jXzUb7yzGmey+VCW1sbjhw5gra2NmY7Tki0WOetxVMVgfF+sOnp6RAEAenp6cxuFNSqTz/9FMD1J89J1zmOUwefPHOcxmhxw6B0quLOnTsxNjYmn6q4atUq2tFUo9Pp5DIN8uXudEEQeG9YhrS0tMBut8ufLyEEdrsdLS0tlJOpT4tHVXOJg28Y5DiNkeq8pd7WUp231+ulHU010umJW7duRTgchslkwpo1a5g+VZEQApPJhJ6eHgBAT0+PJk7bs9lseOutt+S+7Y8++iizvYAJIYpOIte+Z5nUjlALvY4lxcXFePbZZ7Fv3z40NTXRjqNpfPLMcRojlaW43W75wBCv18t8uUpNTQ1qamo008M8NzdXnjhL4vE4cnNzKSWaHJFIBKWlpXInmUgkQjuS6mw2GwYGBuRXjj1WqxXNzc1oamqCyWSC1WpFKBSiHUuz+PMOjtMgrdV5a9HAwACi0aiiB3A0GmV6cpWeno6RkRGMjY1BEASMjY1hZGQE6enptKOpSqpl5zXt7AqFQooTBvnEmS4+eeY4jmNQKBSCy+VStOdzuVxM/6O7a9cupKSkoK+vD6Iooq+vDykpKdi1axftaKrSWgszvV4Po9EIYPwkTb1eTzkRpzV88sxxHMeo73//+4onDN///vdpR1KVy+XCt7/9bfkUxVgshm9/+9vMP1mRDs3QyuEZ8XhcUfMcj8cpJ+K0hk+eOY7TBL/fj8LCQixevBiFhYXw+/20I6nKYDDge9/7nuIAoO9973swGNjd6uJ2u/HOO+8gMzMTgiAgMzMT77zzDtxuN+1oqtLayjMATJkyBYIgYMqUKbSjTIprDzjSwoFHiYzdv0U5juO+5Pf74fF45A4jer0eZWVlAMDsquSaNWuwe/duuFwu9Pb2IjMzE4ODg1i3bh3taKqpq6tDWloa/H6//Dk/9thjqKurY7qzihZJtfss1/BPRAhBdXU18vPz0d7ejo0bN9KOpGl88sxxHPO8Xi/q6+vhcDjkbhv19fVwu93MTp6lyeLevXtBCJEnzixPImOxGMrKyhSdZMrKyvDyyy/TjqYqnU4HURTlV9bp9XpFqca171m1adMm+XPm6OKfAMdxzOvo6MCvfvUrmM1mOBwOmM1m/OpXv2L6VEVgfAI9NjaGYDCIsbExpifOkt27d8ubIkOhEHbv3k05kfq01PNYEATE43HFISnxeFwTZQxa+pwTHZXJsyAI/58gCP9XEIQPBEH4jSAIOTRycBynDWlpadizZw8qKysRCARQWVmJPXv2IC0tjXY07iYSBAGhUAhOpxO//vWv4XQ6EQqFNDGx0grpNMWpU6dCp9Nh6tSpiussulE3Ed5lhB5aZRsvE0L+BQAEQXgewL8CWEMpC8dxjBsaGoLZbEZNTQ3OnTuHW265BWazGUNDQ7SjcTcRIQR6vR61tbWora0FoJ1H+lqSk5ODixcvyuVIOTk5uHDhAu1YqpG+vykpKRgeHpZftfC9NhqNiMViMBgMCdXHnMrKMyFk4r9YVgDs3jJyHEddLBaDxWIB8NUKlcVikVuacewQRRHZ2dnQ6XTIzs7mj7gZdOHCBaxZswYHDhzAmjVrmJ44S2bNmqU4DGfWrFmUE02OaDQKQkhCTZwBihsGBUHwAngKwBUAjr/y360GsBoAsrKycPTo0UnJN9Hw8DCVX5cmPmZt0NKYFyxYgB/+8Ifyys0rr7yCpqYmTYxfS5/zta34pBUrrYxfwvp4X3vtNdTW1io2z7E85s7OTnms0WgUnZ2dANge840kwpgFteqEBEF4B0D21/xPHkLIryf8d1sAmAkh/+e/+/+cP38+ef/9929iyv8ZaXe+lvAxs83v98Pr9codCTweD7NdJ4DxTUU6nQ5VVVVyq6fy8nKIoqiJlUmtfLcFQYAgCPImMr1eD1EUQQhhsiZWquX+um4bLI4X+Ov9jfmY2ZEoYxYE4Y+EkPnXXldt5ZkQ8s//w/+0AcAhAP/t5JnjuP89LfY8zs/Ph8ViwY9+9CMQQiAIAu6++26Mjo7SjsbdZNLEGYD8/Wa9NlSLXRikz1ULny+XeGh127htwttiAB/TyMFxWjSx57HBYIDD4UB9fT28Xi/taKpxOBz44IMPsGPHDgQCAezYsQMffPABHI4bVowxQWunKgLjE+bi4mK8/fbbKC4u1sTESuq6oJXuC9JTpEAggKqqKt73mJt0tGqetwmCcAcAEUAneKcNjps0HR0dWLhwoeLawoULme55HAwGUVFRAZ/PJ5eqVFRUoLGxkXY01fj9fmzYsAFWqxWEEIRCIWzYsAEAu08YACA3NxcHDhxAU1MTBEFAbm4uuru7acdS1cSVdi34xje+oXiKNG/ePJw6dYp2LNVp8YTB4uJiPPvss9i3bx+amppox5GpVvOsBl7zPHn4mNlVWFiImpoaxWl7wWAQbrcbbW1ttOOpQq/XY2xsDEajUR5zNBqF2WxmdsIxc+ZMxGIxNDQ0yI+3S0pKYDAYcP78edrxVCHVSWZnZ8tHkl+6dAkAm7WhGRkZ6O/vv+56eno6+vr6KCRSn8FgQDweh8FgkFuYxWIx6PV6ZrvnSN/rrytVYfF7DSR+zTN/1sFxGuPxeFBWVoZgMIhYLIZgMIiysjJ4PB7a0VSTl5eHJ554QnHC4BNPPIG8vDza0VTT1dWFZ555Bm63G0VFRXC73XjmmWfQ1dVFO5rqLl++DFEUcfnyZdpRVHWjPuUs9y+XuqlIE2Xp9douKyzS2hOGRMb+t43jOAXpkb3b7ZZLGLxeL/OP8hsbG7F27VosXboUhw8fRm1tLR588EHa0VS1b98++P1+ebWK5c94Iq1MMmKxGIxGI3Jzc+XDf7q7uxOuJ+7NFA6H/6brHKcGvvLMcRrkcrnQ1taGI0eOoK2tjflJ1bFjx3DffffB5/Ph4Ycfhs/nw3333Ydjx47RjqaarzuRKxqNamKFThqjFsb64x//GGfOnMGRI0dw5swZ/PjHP6YdaVJUV1cjEAigurqadhRORYm6GZb9v1k4jruO1vo8h8NhdHd3IxAIyKuwpaWlTK9WTRyntCqphbZeKSkpaGpqksdfXFyM4eFh2rFU82//9m948cUXEY1GYTQaNdGuzmg0oqamRv5eG41GplfbJV9Xy88yu90ub/YVRRF2uz1hys745JnjNEaLfZ4FQYDT6VRsknQ6nairq6MdTTX5+fm47bbbEAgEIIoiLl68CKfTic8++4x2NFWJooiioiJ5Mmk0GmlHUo3U01q6IZImkKy3botGo7hy5QpEUcSVK1c0MXE2GAwwm80ghMBsNssbJVnW1dUFm82GK1euYOrUqQkzcQZ42QbHaY4W+zwTQrB3717s3LkTY2Nj2LlzJ/bu3cvsTnVgvLf1wYMHUVlZiUAggMrKShw8eJDp3tZ6vR6jo6PIyMiATqdDRkYGRkdHE+6R781yo44Ef61TASsGBgYUr6yLxWI4d+4cCCE4d+4c8xNnycDAAERRTLjPma88c5zGaLHPc0FBAW677TZs3boV4XAYJpMJy5YtY3oVNhgMYtmyZdeNORgM0o6mmqlTp2JgYEA+jlu6OZo6dSrlZOqIx+PYtGkTDh8+LJdgLV26FC+//DLtaJwKtHiSZKLiK88cpzF5eXk4fvy44trx48eZbtvm8Xjw4YcfIhAIoKWlBYFAAB9++CHT7fna29vxwQcfKMb8wQcfoL29nXY01QwODiI3Nxc9PT0ghKCnpwe5ubkYHBykHU0106dPV2z+nT59Ou1IqjMYDHI5jtFo1MTGUC6x8G8cx2mM1OdZqnmW+jyzXLahxfZ8SUlJcLvdijpvt9uNrVu30o6mGovFItdJDg4OIi0tDV1dXbBarbSjqSI9PR2bN29GdXU1enp6kJWVhcuXLyM9PZ12NFVNmzbtusN/tLCBjkscfPLMcRqjxYmkFkUiEezatQt33nmnfJO0a9cuRCIR2tFUEwqFAIzfOEx8la6zpqSkBD//+c/l0wT7+vpACEFJSQnlZOpKTU3F4sWL5eO5b731Vk1MngVBkMfM8n6Nvwd88sxxGuRyueByuTRzJLkWO4xI3TacTqdc8+x0OpGcnEw7mqpSU1NhsVgAjK9Ep6am4urVq5RTqSMYDGLatGnySYqxWAzTp09nuq7dZDLhs88+Q0pKCoaHh2G1WvHZZ5/BZDLRjqY6acLMJ8708ZpnjuOY5/V6UVJSojiquqSkhOlSFS122wCA+++/H2fOnEFrayvOnDmD+++/n3Yk1Xz00UfXHUF++fJlfPTRR5QSqU/qMiH17pZetdB9IisrS/HK0cNXnjmOY157ezt6e3thtVpBCEEoFMKePXvwxRdf0I6mmmAwiIqKCvh8Prk8p6KiAo2NjbSjqergwYNIT0/HwMAAbDZbwrW4UsPEXrisjzcej0On0yk6Tkj9rll377334tlnn8W+ffvQ1NREO86kkJ4wSK+Jgq88cxzHPL1ej5GREcW1kZERZvv/AuMtCe+44w7FtTvuuIPploTSRrlrewCzvoEuUXvhqkUURaSmpkKn0yE1NVUzrduamprw3e9+VzMTZ+D6JwyJgq88cxzHvFgsBlEU4Xa7kZ+fj/b2dmzatInpf3RzcnJQXl5+XVeCnJwc2tFUk5ycjHg8DpvNJh/dPDAwwHydt5ZWniVSHTur9ewT6fX6r11ZZ/nmP9HxlWeO4zThySefhM/nw0MPPQSfz4cnn3ySdiTVjY2NobS0FA8++CBKS0sxNjZGO5KqLly4gJqaGrk1ndVqRU1NDS5cuEA5mbq+853v4K233sJ3vvMd2lE4FSxevPhvus6CG/XuTpSe3omRguM4TmWtra3XrcKyrLu7GxkZGQC+Oq7ZYDCgu7ubZixV5eXl4ZNPPlFc++STT5g+AAgYf5yvpUf5WnPixIm/6ToLTCbT124CTZSuKnzlmeM45tntdnkVtqioSF6FtdvttKOpJikpCUVFRYpV2KKiIrn3MYscDge2b9+O0tJSHDp0CKWlpdi+fTvzHUa0yGKxQBAEuS0hy6Q+5TabTfHKav9y4MZjS5Qx85VnjuOYV1VVhQ0bNiiuGY1GVFVVUUqkvnA4DL/fj+nTp4MQgi+++AJ+v5/pOu9gMIhly5Zh69atcm/rZcuWMdv32GQyIRwOf+111o2OjipeWWc0GjF16lS5tn14eBjRaJR2LNWlpqYiFArBarUmVH07nzxzHMc86SAUqa+z1WpFZWUlswekAOMlGiaTSbFCZ7FYvnayxYr29naMjIwgEAgoDsM5e/Ys7WiquNFnyfJnrFXRaBTnz5+HKIo4f/68JlrzAYm7MZSXbXAcpwkulwttbW04cuQI2tramJ44A+MdRlJTU+Hz+dDc3Ayfz4fU1FSmD5NISkrC+vXr4XA4YDAY4HA4sH79eqZLVcxmM2bPng2dTofZs2fDbDbTjsSpRJowa2XinMj4yjPHcRyjnnnmGbjdbvmQlGeeeQbbtm2jHUs1kUgEP/nJT7B582ZEo1EYjUaYzWZEIhHa0VQTDocxOjoKQghGR0f5qjPHTQK+8sxxGuT3+1FYWIjFixejsLAQfr+fdiTuJrPb7aitrZU32IRCIdTW1jK9SdJms2F4eBgZGRnQ6XTIyMjA8PCwvMGKRVI9+8RXLTAajYpXjptMfOWZ4zTG7/fD4/Ggvr5eURcKgPlSBi1Zvnw5du/eDbPZDFEUMTo6iqtXr+L73/8+7WiqGRoagtVqhdlsBiEEZrMZVqsVQ0NDtKOpSpowa2XiDEDeLKeFTXMS6bh5rRw7n8j4yjPHaYzX60V9fb2iLrS+vl7eTMexIRgMYsuWLZg2bRp0Oh2mTZuGLVu2MNt5Ahiv85ZqfqXe1mazmek6b+CrsUqvHJtMJhN0Op0muqkkOj555jiN6ejowMKFCxXXFi5ciI6ODkqJODV0dHTgjjvuUFy74447mP6cBUHAvHnzFL2t582bx/Sk0mq1YubMmRAEATNnzpTHzrHn0qVLEEURly5doh1F8/jkmeM0Ji8vD8ePH1dcO378OPOnsGmtzjsnJwfPP/88QqEQCCEIhUJ4/vnnkZOTQzuaaggheOedd+TjuC9cuIB33nmH6XIGURTR3d0NQgi6u7uZ7uOtVTe6+WP5pjDR8ZpnjtMYj8eDsrIyueY5GAyirKyM6bINLdZ5j4yMYGhoCP/yL/+C/Px8tLe3Y9OmTdDp2F0zMRgM0Ov1GB4ehiiKGB4ehslkYra1V3p6Ovr7++X30WgU0WgU6enpFFNxN9uNbv5YvikExkuuxsbGbvieJj555jiNkSaLE1uYeb1eZieRgLLO++jRo3jggQdQX18Pt9vN7Lj7+/tRXFx83Wl7TU1NtKOpJhaLISMjA36/X75Jcrlc6OnpoR1NFVInlWtPYUuUI4w57n/j2olyokycAV62wXGcBmi1zvt3v/sdAoEAWlpaEAgE8Lvf/Y52JNU9++yzcLvdKCoqgtvtxrPPPks7kmrC4TAWLVqEW265BQBwyy23YNGiRbzXM6P0er3iVQtmz56N//iP/8Ds2bNpR1HgK88cpzFaLGHIy8vDggUL8Mc//hGEEAiCgLvvvpvpOm+DwXBdG69oNAqDgd2/9u12O37xi1+goaFB/m6XlJQw3dv6rrvuQiAQULxvbW2lmEh9giBgx44dcjnSj370I+ZLGADI9exaqms/e/ZsQrbXZPdvUY7jvpYWSxh0Oh3ef/99FBcX49lnn8W+ffvQ1NSEf/qnf6IdTTXxeBzRaBRFRUWK0/ZYrf8FgKqqKmzYsAGlpaXo7OzErFmzEI/HsXPnTtrRVFNdXX3dRJJ1BoNBcYrk190oskhr/bwFQVCM9dr3NPGyDY7TGC2WMLS1tWHx4sX4/PPP8eijj+Lzzz/H4sWL0dbWRjuaanJzc6HX65GbmwtBEBTvWeVyubBixQpcvHgRhBBcvHgRK1asYPam0Gq1ghCCTZs2wel0YtOmTSCEMN+uTtoYee3PObbodDrMnj0bgiBg9uzZCbXZma88c5zGSK3qHA6HfI31VnWEELz11luYOnWqvNp+5coVpKWl0Y6mKrPZDJ/PpyhhYJnf78ehQ4cQCAQUJUkLFixgcgI9MjICi8WC0dFRAOOP8y0WC0ZGRignU8+NVh952zb2xONxnD17FgDk10SRONN4juMmhdSqLhgMIhaLya3qPB4P7WiqEQQBW7ZsUVzbsmUL0//gXrhwAVVVVYrNc1VVVXIPZBZp7fTMpKQk3HXXXfKJcyaTCXfddReSkpIoJ1OPNHHOyspSvCbK43zabNM8AAAgAElEQVTu5rjRpshE2SzJV545TmO02KpuyZIlqK2tBQAsXboU69atQ21tLR588EHKydSTl5cHu92OtrY2ebU9GAwy/YSho6MDXV1dKCwslL/bFRUVzJYkhcNhnDhxQn6cHY1GceLECcqp1Petb30Lp06dAgAMDg7iW9/6Ft577z3KqbibKR6PQ6fT4eWXX1b0qU+UPRvC39Pd2vz588n7778/6b+u9A+PlvAxa4OWxlxUVISWlha528aSJUvQ3NxMO5ZqbtRVheUbpZkzZ6K3txeRSES+lpSUhMzMTJw/f55iMnVIT06ysrLQ09MjvwLsrsQKggBBEJCZmYne3l75lRDC/Jh1Op38Z1kURebHvGLFCrS1tck3woWFhdi/f/+kjlkQhD8SQuZfe52XbXCap7Vjm7WqubkZoigiGAxCFEWmJ87A+BMGr9erKNtgeeIMAJcvX0YkEkFxcTHefvttFBcXIxKJ4PLly7SjqcZqtcJisUAQBFgsFuY3C0o1zz09PYpXlkuwAMDhcGDu3LnQ6XSYO3euYs8Kqw4ePCgf+BMKhXDw4EHKib7CyzY4TdNiz2Ot8vv98Hq98iqGx+PhnzFjpENDpK4qeXl5WLRoEfN9jwHtbJiTVh11Oh1EUZRfWV2BlQSDQU21JLRarQiFQhgdHYUoijh37hxEUUyYm0M+eeY0TYs9j7VIizdJfr8fGzZskP+xCYVC2LBhAwB2xwwA8+bNUzxVmDdvHtOT51AohNTUVADjxxdr4Wju/Px8fP755wiHwzAajfjHf/xHtLe3046lGrvdju7ubmzcuFG+JggC04f/mEwmhEIh+aZQepU2x9LGyzY4TdNiz2Mt0loXBgAoLy+HwWCAz+dDc3MzfD4fDAYDysvLaUdT1SuvvILS0lIcOnQIpaWleOWVV2hHUl1vby9EUURvby/tKJPik08+QWVlJQKBACorK/HJJ5/QjqQqm82mKE2RSldsNhvlZOrp7+9HcXGxfCKqwWBAcXEx+vv7KScbx1eeOU3TYs9jLdLiTVJXVxe2bNmi6KryzDPP4KWXXqIdTTXSo94XX3wRAwMD8qQjUR713mwmkwmzZs3CZ599BmC8pOH2229HZ2cn5WTqisfjilVY1v35z3+G0WgEMN5RRZpQ/vnPf6YZS3WBQEA+ACccDiuOoaeNrzxzmqbFnsdaJN0kTaSFm6Tdu3cjFAqBEIJQKITdu3fTjqSq0dFR2O12DAwMAAAGBgZgt9vlQ0RYEw6H8Ze//AU7duxAIBDAjh078Je//AXhcJh2NO4mM5vNyM3NhU6nQ25uLsxmM+1Iqrv25MhEOkmSrzxzmqbFnsdaJN0kSTXP0k0Sy2Uber0eQ0ND+Nd//VfFJqNEOWRADWlpabh48SKqq6vlMZeXlzN7kqTJZML8+fOxdetWhMNhmEwm3HvvvaDR0pVTVzQaVZwWunTpUtqRNI1PnjnNc7lccLlcmup5rDVavEmKx+OYOnUqampq0NnZiVmzZmHKlCm4cuUK7WiqGRoawpQpU3DnnXciHo/jzjvvxJQpUzA0NEQ7mioikQjee+89VFVVKW4WRFGkHU11CxYswA9/+EO88sorOHnyJO04qhsbG8M///M/KzqMcPTwyTPHcRyj7r//fjQ3N4MQgosXL6KoqAhNTU20Y6kmFovh8ccfh9PplFdin376aezZs4d2NFUkJSVdt/L8rW99i/mVZ6PRiHfffRcnT56EIAgwGo0J9UhfLdKEmU+c6eOTZ47jmKfFVnXp6ek4dOjQdauS6enptKOpxmAw4PXXX1dMMl5//XV5gxVrpOO5b/SeVRMnyoQQTUycget7W3P08A2DHMcxT4ut6pKTk5GUlITNmzfD6XRi8+bNSEpKQnJyMu1oqtHr9QiHw3A6nXj77bflFWhW67yl1mU6nU7xqpUDU7Tm2p7HHD188sxxHPO02Kquu7v7ukmjXq9Hd3c3pUTqC4fDyMrKQlNTE7773e+iqakJWVlZzHafkHr/vvzyywgEAnj55ZflHsAcW8xmM2bOnAlBEDBz5kxNdNtIZGw+y+I4jptAi/289Xo9CCHIzc3FuXPnkJubi8uXLzO7Civp6elRdNtgvR/wN7/5TUXN8ze/+U38/ve/px2Lu8nC4TDcbrdmjueWJGqpCp88cxzHPI/HgxUrVsBqtcqdJ0KhEF599VXa0VQTi8VACFH8g1teXo54PE47mqosFoui24bFYmG2zzMA/P73v9fUzYJEa902CCGa+Wwnkp6iJNrTFD555jhOU7RUL3jPPfcoViXvuecevPvuu7RjqWp0dBSLFi2iHWNSSCUamzZtklfnpOusO3nypCYmzcD45t/+/n7o9Xp5w3M8Hmd6868kUSfPvOaZ4zjmeb1e7N+/H2fOnMGRI0dw5swZ7N+/n+kNgwDw3nvvobKyEoFAAJWVlXjvvfdoR1KV1jbQSROKa1uYJdpEg/vfSU5ORlpamqLmOS0tjenNv4mOT545jmOeFjcMGgwGJCcno6amBkuXLkVNTQ2Sk5OZbdsGfDVpzMzMhE6nQ2ZmpuI6a0wmE1auXImCggLodDoUFBRg5cqVMJlMtKOpTkudJy5cuAC73Y6zZ8+CEIKzZ8/CbrfjwoULtKNpFrt/i3Icx31JixsG4/H4dStTycnJGBkZoZRocqSmpqKvrw+iKKKvrw+pqam4evUq7ViqiEQiOHny5HX9yyORCO1oqkvUx/lqsFgsaGtrU1xra2uD1WqllGjy2Gw2DAwMyK+Jgq88cxzHPI/Hg7KyMgSDQcRiMQSDQZSVlcHj8dCOppr8/HysXr0aVqsVgiDAarVi9erVyM/Ppx1NVQ6HA5FIBMFgEJFIRHHDxJr8/HyUlJTA7XajqKgIbrcbJSUlzH/GUjnOjd6zJhQKAQCKi4vx9ttvo7i4WHGdVbNmzZJv9kdGRjBr1izKib7CV545jmOedIqg2+1GR0cH8vLy4PV6mT1dEBi/YdiwYYO8OhUKhbBnzx6mO4wAQFNTE9atW4elS5di3bp1TB9HrtXPmBCi6DCihbZtc+fORXNzM5qammAymTB37lx8/PHHtGOpqrOzU74xikaj6OzspJzoK3zyzHGcJrhcLrhcLhw9ehQPPPAA7TiTSguPtgGgoKAAIyMjqK2tRW1tLQBgzpw5TG+sGhsbw+DgIERRRHd3tyYOzzAajdi8eTOi0SiMRiOMRiPzpSpnzpzBjBkz0NnZiRkzZuDMmTO0I02KazfDJgq2n3VwHMdplNfrxX333YeLFy+CEIKLFy/ivvvuY7rDiMPhwPnz51FdXY1AIIDq6mqcP3+e2dKN8vJy6PV65ObmQqfTITc3F3q9HuXl5bSjqSY9PR3RaBQZGRnQ6XTIyMhANBplvm1bOBxGX18fBEFAX18fs6dm/r3gK88cx2mC3++H1+uVyzY8Hg/TZRvt7e34+OOPUVVVpTgkJdFWcG6mYDCIiooK+Hw++XOuqKhAY2Mj7Wiq6OrqQnZ2Nnw+n7xhsKSkBF1dXbSjqWbXrl0oKyvDpUuXAACXLl2CxWLBrl27KCdTn7TxldUNsH9P+Mozx3HM8/v9eO655/Dpp59CFEV8+umneO655+D3+2lHU9Xq1avxwgsvwGw244UXXsDq1atpR1JVR0cH7rjjDsW1O+64g+mWhC+88AIcDgcMBgMcDgdeeOEF2pFUZzAYYDQaAYyXcLDcflGitU2SkqysLAiCgKysLNpRFLTxu89xnKatX78eIyMj2LZtGwKBALZt24aRkRGsX7+edjTVEEIQCAQUHUYCgQDT9c85OTlwu91yF4JQKAS3242cnBzKydTz4osvYs6cOVi8eDHmzJmDF198kXYkVWmxVAX4apOkVI7E8p/jiSKRCARBSLiadvZv1ziO07z+/n64XC7F4/wnnniC6ZVnk8mE3NxcOJ1O+Xju+fPn4+LFi7SjqWZkZARXr16F2WwGIQSjo6O4evUq9Ho97WiqkI5tHhoaAgCcPXtWvs6qrq4upKWlAVBuhGW5VAUYH+vGjRtpx5h0Um/nROrxDPCVZ47jNOLw4cMIhUIghCAUCuHw4cO0I6nq/vvvx4kTJ5CcnAxBEJCcnIwTJ07g/vvvpx1NNf39/UhNTYXFYoEgCLBYLEhNTUV/fz/taKqQNo1dexw565vJotEogK9OF5Tec9xk4ZNnjuM0YWhoCG63G4cPH4bb7ZZX61jV3t6O5ORkDA8PgxCC4eFhJCcno729nXY0VXk8Hpw5cwZHjhzBmTNnmD4IJxQKISkpSV5Z1+v1SEpKYv7wjFAohK6uLoiiiK6uLubHK8nOzoZOp0N2djbtKKq70bHriXIcO588cxynGVVVVVi6dCmqqqpoR1FdV1cXGhsbFaftNTY2Mv94u7q6WlHnXV1dTTuSqgwGA3JzcyEIAnJzczWxeQ5I3P6/atHr9bh06RJEUcSlS5eYLUWSSCU5E28MJ16njU+eOY7ThIcffhiDg4MghGBwcBAPP/ww7UjcTWa32zE0NISioiIsWbIERUVFGBoagt1upx1NNSMjIxgdHZVrvKXjjFk3ffp0xSvrpFaEwPhEMh6PU06kPqPRqChJkjqsJAI+eeY4jnl2ux1/+MMfEAgE0NLSgkAggD/84Q9MT6rsdjueeuopxSrsU089xfSYly9fjrGxMcWq5NjYGJYvX045mbp6enoUr6xLTk6GxWKBTqeDxWJh+gTJiaQJsxYmzgAQi8UUHZJisRjtSDKqk2dBEH4kCAIRBGEazRwcpzV+vx+FhYVYvHgxCgsLme46AYyXa8RiMZSWlqKoqAilpaWIxWJMl29UVVUhHo+jtLQUDz74IEpLSxGPx5kec2NjI6ZOnYqZM2dCEATMnDkTU6dOZfaQFMm1GwZZF4vF0N3dLR9JnkiTKu7mIYSgvLwcTqcT5eXlCVOyAVBsVScIwkwASwCco5WB47TI7/fD4/Ggvr5efhRYVlYGAMyeuCeNSzqa2mq1orKyktnxAuNjPnnyJPbu3Ssfz71q1Sqmx9zV1YXf/OY3WLJkCY4ePYoHHngALS0tePDBB2lHU430KFsURej1euj1eqa7T1itVoRCIdhsNgwMDCAlJQUDAwOwWq20o6lq3rx5iEajcqtNo9GIDz74gHYszaJ5m/oKgHIAiXMrwXEa4PV6UV9frziVrL6+Xp5YssrlcqGtrQ1HjhxBW1sb05NIYPwm6dChQ4pSlUOHDjH/lKG1tVXxVKW1tZV2JFVFo1F5RY4QwvTEGQBsNhuMRqOi/6/RaITNZqOcTF0ffvghPv74Y4iiiI8//hgffvgh7UiqMhgMMJlMiqcqJpMpYTbEUkkhCEIxgG5CyIf/XdsRQRBWA1gNjB/TePToUfUDXmN4eJjKr0sTHzO7Ojo6EI/HcfToUXnM8XgcHR0dmhi/Vj7nrVu34vnnn4cgCBgbG0NKSgrcbje2bt2KGTNm0I6nitTUVFRVVeG5557DT37yE7S2tqKqqgqpqalMf+apqakYHBxEamqqPKlkdbzd3d2YMmUKLBYLent7kZmZidHRUXR3dzM7ZmD8xmjiTZL0c1bHHIvFIIoipk6dKj9huHLlCkRRTIwxSx/Czf4B4B0AbV/z4xEAvwMw9cv/7iyAaf+T/8+7776b0BAMBqn8ujTxMbOroKCAtLa2EkK+GnNrayspKCigmGryaOVz1ul0JBKJEEK+GnMkEiE6nY5iKnXZ7XaSlpZGZs+eTQRBILNnzyZpaWnEbrfTjqYKjD+5JQaDQfE6/k87m0wmE1m5ciUpKCggOp2OFBQUkJUrVxKTyUQ7mmr0ev3Xfs56vZ52NNWYTCZy3333EZPJRAAo3k8mAO+Tr5mPqla2QQj5Z0JI4bU/APwFwBwAHwqCcBaAHcCfBEFgv+s3xyUAj8eDsrIyRReGsrIypg+T0KK8vDwcP35cce348ePIy8ujlEh9Fy5cwM9+9jNYrVYIggCr1Yqf/exnuHDhAu1oqjEYDPKGuVgsljCPtdUSDoexf/9+lJaW4tChQygtLcX+/fuZPlUxHo8jNTVVPiBEEASkpqYy3XUjEongxIkTiu/2iRMnEIlEKCcbN+k1z4SQPxNCMgkhswkhswF0AbiLEHJpsrNwnBa5XC54vV643W4UFRXB7XbD6/VqogZYSx1GtHiTlJeXB7vdrqhtt9vtzN4wCIKAWCyGtWvX4sCBA1i7di1isVjCnMKmBpPJhHvvvRdbt26F0+nE1q1bce+998JkMtGOphpBEHDPPffg9ttvh06nw+2334577rmH6c9ZqnWeNm2a4jVROsqwfYvKcRyH8Ynzhg0bYLVaQQhBKBTChg0bALDfYcTtdss79Fm/SfJ4PFixYgWsVivOnTuHW265BaFQCK+++irtaKoghMBqtSIQCKCurg6zZs2Su1GwKhwO48SJEzd8zyJCCI4cOYK1a9di27ZtOHz4MGpra2nHUlU8Hkd6ejr8fr/cFeqxxx5Df38/7WgAEmDy/OXqM8dxk0SLrerKy8uh1+vh8/nkMZeUlKC8vJzZMQPjn6fL5ZLbtmkJSaCesGpyOBxoaWmR2xEuWbIEBw8epB1LNYIggBACm82GwcFBpKWlYWBggOlVWJPJhPnz58Pn86G2thYmkwn33Xcf3n//fdrRVDVr1iwsXrwYhBAIgoB58+YlzOQ5Mda/OY6bNFpsVdfV1YU33nhDMeY33ngDXV1dtKNxN5HX68Xq1asVNc+rV69m9rut0+lw+PBhVFZWIhAIoLKyEocPH06YR9tqIITAYDBgeHgYhBAMDw/DYDAwfbMUiUTw6aefYsaMGRAEATNmzMCnn36aMPW/ahAEAadOnVLUeU98Txv1lWeO4yZXR0cHFi5cqLi2cOFCdHR0UErEcTdHe3s7QqGQ4glDaWkpOjs7aUdTRVpaGvr7+1FRUSFvFhRFEenp6bSjqSoWiyE7Oxu9vb3IyMjApUtsb5nKzc1FX18fBgcHQQhBd3c3DAYDcnNzaUdTjXQzlJycjFAohOTkZPmGKRGwe3vKcdzX0mIXBrvdjqefflqxee7pp5+G3W6nHY27iZKSkuB2uxVPGNxuN5KSkmhHU8XAwAAsFouiI4HFYpF7PbPKZDKhoaEBzc3NaGhoYHqzIACMjIwgEolg27ZtCAQC2LZtGyKRCEZGRmhHU1VWVpbiCUNWVhbtSF/5uv51ifqD93mePHzM7GpoaCBz5swhra2tpKWlhbS2tpI5c+aQhoYG2tFU09DQQFJTU4nRaCQAiNFoJKmpqUyPmZDxcU/sh8v6eAVBINOnT1f0eZ4+fToRBIF2NFUYDAZitVoV47VarcRgMNCOphp82cfaZrMRQRCIzWZjvrc1AFJcXKzoeVxcXMz8mPFlL+uJr5M9ZtygzzMv2+A4jdFiFwYAMJvNyMjIQGdnJ3Jzc5nuSABoc2Nobm4u+vv7FY+3jUYjs4+3Y7EY4vE43G438vPz0d7ejh/96EcJ82hbDSaTCbNmzcJnn30GQggGBwdx++23M1uaIzlw4ID8uYbDYRw4cIByoskhiqLiNVHwsg2O0yCXy6XohcvqZEri9Xqxf/9+nDlzBq2trThz5gz279/P7EYyQJsbQ0dGRhAOhxWPt8PhMNOPt5988kn4fD489NBD8Pl8ePLJJ2lHUtWqVatw+vRpZGVlQafTISsrC6dPn8aqVatoR1MVIQRGoxEAYDQamb5BmkgaZ6KNl688cxzHPC1uktTimPv7+7F582b4fD75qcqmTZuwbds22tFUEwwG0dDQoGjByLIFCxbgjTfeQF9fH0RRRF9fH1JSUrBgwQLa0VSXnp6Onp4e+ZV1UlvCG72nia88cxzHPC1uktTimAFg0aJFiqcqixYtoh1JNXa7HZcvX8aiRYuwZMkSLFq0CJcvX2Z6I6zX60VjYyMikQiCwSAikQgaGxuZfqICAHfddRcGBwcBAIODg7jrrrsoJ1If+bKft06ng81mS5iJM8AnzxzHaYAWj6rW4pjtdjueeuopxZifeuopZieTNpsN8XgcKSkpAICUlBTE43HYbDbKydSjxScqAPCnP/0J8XgcwPjpe3/6058oJ5ocAwMDEEUx4TrI8LINjuOYp8VNklocc1VVFTZs2CD3dp41axbi8Th27txJO5oq2traUFBQgNOnTwMAotEoCgoK0NbWRjmZeqQnKg6HQ76mhScqABQtCbVCp9NBFEX5NVHwlWeO4zRBa5skAe2N2eVy4c4770RnZycIIejs7MSdd97J7LjJl/1vA4EAWlpaEAgEEuogCTVo8YmKVgmCoOi2kSinCwJ88sxxHMcxwu1245133kFmZiYAIDMzE++88w7cbjflZOr5xje+oeio8o1vfIN2JFW5XC489NBDcDqdWLJkCZxOJx566CFmb5AmkspxWC7LmYgQIh81r9PpEuqmkE+eOY7jOCbU1dXBYrHAYrFAp9PJP6+rq6MdTTVNTU1Yt24dhoeHsW7dOjQ1NdGOpCq/349Dhw4pVtsPHToEv99PO5qqjEYj3nrrLbS0tOCtt96S29axbvr06YrXRMFrnjmO4zgmxGIxZGRkwOfzya3bXC4XswfiFBQUYGRkBLW1taitrQUAzJkzB8nJyZSTqcfr9aKkpERRy19SUsJ8PX80GoXL5UJPTw+ysrIQjUZpR1Kd0WiUW/L19PTAaDQmzLj5yjPHcRzHjEceeURRxvDII4/QjqQah8OB8+fPo7q6GoFAANXV1Th//rxiMx1r2tvb8dprryEUCoEQglAohNdeew3t7e20o6lKEATFRDKR6n/Vcu1EOVEmzgBfeeY4juMYsnfvXvz617+WV+h6e3tpR1JNMBjEsmXLsHXrVoTDYZhMJixbtgzBYJB2NNXo9Xp88cUX+OKLLwAAZ8+eBQAYDOxOZ2bOnInz588rrhFCMHPmTEqJJs+CBQvwwx/+EK+88gpOnjxJO46M3W8bx3Ecpynp6eno7+9HX18fAKCvrw+EEKSnp1NOpo729nb09vZixowZ6OzsxIwZM3DixAl5YsmiG7VpY7l928WLF6HX6+U+z8D4TcTFixcpplKfXq/HH/7wBzz++OMwGo3X/R7QxMs2OI7jOCYkJycjLS0NdrsdgiDAbrcjLS2N2RpgvV6PkZERAJAf44+MjECv19OMNSmys7Oh0+mQnZ1NO4rqYrEYnE4nTCYTAMBkMsHpdDJ9wwAAs2fPVvS2nj17Nt1AE/DJM8dxHMeECxcuYP78+Yo+z/Pnz8eFCxdoR1NFLBbD6Ogo3G43Dh06BLfbjdHRUeYnVSaTCWazGYQQmM1meVLJssOHD6OyshKBQACVlZU4fPgw7Uiq+/zzz//qe5p42QbHcRzHhLS0NASDQezYsQP5+flob29HeXk50tLSaEdTzYoVK+Dz+eTOEytWrGC+bVs4HJZrnaVX1omiiI0bN9KOwX2JT545juMY5Xa7sXfvXnkz2apVq1BTU0M7lmqGhoZgNptRU1ODc+fO4ZZbboHZbMbQ0BDtaKoJBoNoaGiQW/OVlJTQjjQppPrXRKqDVVuiHlWtlqysLLnDCCFE8Z42PnnmOI5jkNvtxu7duzF9+nT09vYiLS0Nu3fvBgBmJ9CxWExeZZZOI7NYLMz2ebbb7ejr60NRURGi0SiMRiMMBgPsdjvtaKqTJsxamThnZ2djYGAA4XAYRqMRNpsNly5doh1LVZFIBK2trfJN0qOPPko7kozXPHMcxzGorq4OaWlp8Pv9+M1vfgO/34+0tDSmT9sTBAGPP/44zpw5g9bWVpw5cwaPP/44sz1xly9fjnA4LHcTSU9PRzgcxvLlyyknU9eyZcsUm+eWLVtGOZH6Ll26hNLSUhw4cAClpaXMT5wBYGBgAIsWLcKSJUuwaNEiDAwM0I4k4yvPHMdxDIrFYnjzzTfhcDhw9OhRPPDAA3jzzTexdOlS2tFUtWfPHtx6663Iz8/Hzp07sWfPHtqRVBMMBrFlyxY0Njbi8uXLmDZtGn7wgx+gsbGRdjTVGAwGnDx5EoFAQF6RfOyxx5ju8wwA06ZNQ11dHWprayEIAqZNm8Z0S8JEx/a3jeM4TsPa2trgdDoV71mWn5+P2267TXFoyMMPP4zPPvuMdjRVdHR04NSpU3jxxRflG6RoNIqXXnqJdjTVrFmzBrt27cKiRYsU19evX08p0eT44osvkJqailAoBKvVyifOlPGyDY7jOAalp6djy5Yt2LlzJ8bGxrBz505s2bKF2QNDAMDj8eDDDz9EIBBAS0sLAoEAPvzwQ3g8HtrRVJGXl4fjx48rrh0/fhx5eXmUEnFqMBgMMBqNuHr1KkRRxNWrV+X6dtatXbsWBw4cwNq1a2lHUWD/d57jOE6Ddu3ahbKyMkV7K4vFgl27dlFMpS6Xy4WTJ0/C6XQqOoy4XC7a0VTh8XhQVlaG+vp6xONxBINBlJWVwev10o6mmrq6OqSkpGDatGno7OzErFmz8MUXX6Curo7pjbAWiwUAFBtDR0dHKSdTV05ODn7729/itddeQ15eHnJychKmZzufPHMcxzFKWrGa+A8uy/x+P/bv348ZM2bg3LlzmDFjBvbv348FCxYwOYHW2s0CMD6RtFqt8Pl8cs2zy+XC8PAw7WiqGh0dlf/8EkKYnzgD44ceXb16FQBw7tw5+eeJgJdtcBzHMai8vBwpKSlobm5GS0sLmpubkZKSgvLyctrRVFNeXg6DwQCfz4fm5mb4fD4YDAZmx+z3+/HGG2/IPX9FUcQbb7zB/CEpGRkZcDqdWLJkCZxOJzIyMmhHUp0gCNi+fTsCgQC2b9/ObAcZiU43Pj2dWKoy8TptiZGC4ziOu6m6urrw+uuvw+FwwGAwwOFw4PXXX0dXVxftaKrp6urC008/DbfbjaKiIrjdbjz99NPMjnn9+vW4evUqMjIyoNPpkJGRgatXrzK/ea69vR1FRYizFNwAACAASURBVEV4++23UVRUhPb2dtqRVGc0GrFx40Y4nU5s3LgRRqORdiRV3ehU0EQ5LZTtZ3gcx3Gcpuzbtw9+v1/xSJ9V/f39SE9PV5ww+Nhjj6G/v592NFXpdDo0NTWhqalJfs/6iXuRSOSvvmfNjb7DifLd5ivPHMdpgt/vR2FhIRYvXozCwkLmH23b7XY89dRTCAaDiMViCAaDeOqpp5g+fc5gMCAajSquRaNRpmu9N23apHi6sGnTJtqRVCeKImw2G3Q6HWw2G/MTZ0lxcTHefvttFBcX044yKZKSktDa2oqWlha0trYiKSmJdiQZu3+jcBzHfcnv98Pj8chdCfR6PcrKygCA2ZXJqqoqbNiwAaWlpXJXgng8jp07d9KOphrps504Zr1ez/QRzlVVVbj33nvlbhtVVVW0I6nuzjvvRCQSwZUrV5CTk4PZs2fj1KlTtGOpSq/XK1bbWf9eA4DNZrvufU9PD6U0SnzyzHEc87xeL+rr6xWn7dXX18PtdjM7eZbG5fV6IQgCrFYrKisrmR0v8NUhKYFAAIQQXLx4EU6nk9lDUtLT09Hf33/dgSEs9/IGgD//+c/Yvn078vPz0d7ejoqKCtqRVGcwGKDT6eTOOTqdjvnJc05ODtxuNzo6OuRWdYkyeeZlGxzHMa+jowMLFy5UXFu4cCE6OjooJZocLpcLbW1tOHLkCNra2pieOAOAw+FAU1OT4pF+U1MTHA4H7WiqmD9/PoCvOhBIr9J1FplMJtx7773YunUrnE4ntm7dinvvvRcmk4l2NFWFw2H84Ac/wIEDB/CDH/wA4XCYdiRVmUwmnDp1Cp2dnRBFEZ2dnTh16lTCfM588sxxHPP4SWza0NjYCLPZjL6+PoiiiL6+PpjNZjQ2NtKOpopjx45h5cqVyMvLg06nQ15eHlauXIljx47RjqaaVatW4d1331XcIL377rtYtWoV7Wiqq62txcMPP4za2lraUVQnfZ5S/27pNVE+Zz555jiOedJJbBM3z5WVlTF7bLNWdXV1YcqUKYre1lOmTGG2VV04HMaePXsUTxf27NnD9KrkggULkJKSorhBSklJwYIFC2hH426ixsZGWCwWuSWf0WiExWJJmBthPnnmOI55LpcLXq9X0f/X6/UyX8agtQ4jwHjpxsTPmdWSDWD80XZdXZ3iWl1dXcI82laD1+tFY2MjIpEIgsEgIpEIGhsbmT6SHBg/JKW6uhqBQADV1dXMH5LS1dWFpKQk5ObmQhAE5ObmIikpKWFuhPmGQY7jNMHlcsHlcskbBlmnxQ4jwPi4s7OzAQB9fX1M3zCsWrVK3iyXn5+PnTt3oqKiAmvWrKGcTD1a3b9gNpuxefNmecOg2Wxm/ojuWCwGAPKNgvQ+EfDJM8dxHIO02GFEr9dDFEUQQuRXQRAS5kjfm62mpgYAsHXrVoTDYZhMJqxZs0a+ziJp/8LEJwpa2L9wbWcN1jttAMDo6CjcbrfcVSWRepjzyTPHcZrg9/vh9Xrltkcej4fZSSSgzRW6eDyOqVOnwmKxQBAEWCwWTJkyBVeuXKEdTTU1NTWoqanRzBMVj8eD5cuXY3R0VF6FtVgs15WvsEQQBEQiEfkmMB6PQxRF5ks3DAaDYrXdYDAkzMmKbN6OcxzHTSCVMNTU1KC5uRk1NTXweDxMP9LXaoeRdevWwWq1yr2t161bRzuSqtxuN8xmMxwOB8xmM9xuN+1Iqjp58iSuXr0qnyooiiKuXr2KkydPUk6mHkLI33SdFZFIRD4xNBqNJszEGeCTZ47jNGBiCYN0jHF9fT3Tm4y02GHEbrdj3759ipukffv2MXskudvtxs9//nO5FjQWi+HnP/850xPouro62Gw2tLS0yD9sNhvTK8/A+HdbmiwTQpj9TkukVXWbzQZBEOTTBhNltZ1PnjmOY54WSxhcLhceeughOJ1OLFmyBE6nEw899BDTpSpVVVWIx+MoLS3Fgw8+iNLSUsTjcWaPrK6trQUhBNOnT4dOp8P06dNBCGG6D3AsFsObb76puBF+8803E2ozmRq6urqwZs0aHDhwAGvWrEmYrhNqIYTAZDJheHgYhBAMDw/DZDIlzGo7nzxzHMc8LZYw+P1+HDp0CIFAAC0tLQgEAjh06BDTpSoulwuvvvqqomzj1VdfZfaGIR6Pw2azoaGhAc3NzWhoaIDNZmN+M1lbW9tffc8io9GIQCCA4uJiBAIBuf8xy67d6JtIG38TJwnHcZxKPB4PVqxYgTlz5mDx4sWYM2cOVqxYwXQJgxZLVQDtHUn+6KOPKj7jRx99lHYkVaWnp2PLli3YuXMnxsbGsHPnTmzZsgXp6em0o6kqGo3i/PnzIITg/Pnzci0wy0ZHR5GRkQGdToeMjIyEas3HJ88cx2lKojz2U1tHRwe6uroUh6R0dXUxXaoCaO9gGJ/Pp5hI+nw+2pFUtWvXLiQnJ2Pz5s1wOp3YvHkzkpOTsWvXLtrRVGMwGGAymeSVV51OB5PJBIOB/YZp4XAYoigm3KmZ7P/OcxyneV6vF/v371f0PA4Gg0z3PM7JycHzzz+PtLQ0AEAoFMLzzz+PnJwcysnUo7WDYdLT09Hf34+KigrEYjEYDAaIosj0KqzL5cLJkyexd+9eAOMTyaeffprJz1cyZcoUDAwMyJNnURQRi8XkTXSsuu2223D69GkAwODgIG677TZ89tlnlFON4yvPHMcxT4sbBkdGRnDlyhWMjo6CEILR0VFcuXIFIyMjtKOpRmulKrt27cKUKVPkDgSCIGDKlClMr8JqsZa/v7//b7rOitOnT2PHjh0IBALYsWOHPJFOBHzyzHEc8/Ly8vDTn/5U8Tj/pz/9KdMbBvv7+2E2m9Hf3w9CiOI9q7R2k+RyuVBXV4fbb78dOp0Ot99+O+rq6phehdXaDRIwflO0aNEizJ07FzqdDnPnzsWiRYsSpm2bGgwGA5KTk1FTU4OlS5eipqYGycnJCVOqwifPHMcxz+FwYPv27SgtLcWhQ4dQWlqK7du3K474ZZHZbEZzczNaWlrQ3NwMs9lMO5KqtNhV5eTJkzh9+jREUcTp06eZPiwE0N4NEjC+T+Po0aOKv7+OHj3K9P4N6RTFs2fPghCCs2fPQhTFhOkkkxhTeI7jOBUFg0FUVFTA5/PJx3NXVFSgsbGRdjRVhcNhlJaWorOzE7NmzUq4TTc3m3QwjFTzLB0Mw+qqpNvtxu7du5GZmYne3l7YbDbs3r0bwPix3SySniI1NjbKf5aXL1/O9A2SIAiYO3cutm7dinA4DJPJhLlz56K9vZ12NNXYbDYMDAwgOzsbvb29yMzMRE9PT8LUefPJM8dxzOvo6MCpU6fw4osvyhsGo9EoXnrpJdrRVDU6Oiq3d5r4c1ZJ5Qput1ueWHm9XmbLGOrq6pCWloaGhgZ5g+Rjjz2Guro6ZifPDocDL730EqZPnw5RFPHFF1/gpZdeYvoYdkIIPvroI9hsNoTDYSQnJ+Ojjz6iHUtVQ0NDcg/zid/toaEh2tEA8LINjuM0QIuP8w0GA5KSkhQ1z0lJSQlTM6gWLfV5jsViWLBggeIUyQULFjB92l5jYyNMJpNcu9/f3w+TycT0UySpVd3w8DAAyKftsfxnORaL4fHHH1d8tx9//PGE+W6z+zvPcRz3Ja09zgfG//ERRRHTp09HT08P0tPTcfnyZYiiSDsadxMdPHgQ1dXVyM/PR3t7OzZu3Eg7kqq6urqQlZUFv98vr0i6XC6mj6uOxWIwGo2KP7s6nY7pMiyDwYBf/vKXmDFjBjo7OzFjxgz88pe/TJgbBr7yzHEc81wuF7xeL9xuN4qKiuB2u5l+nA8AJpMJLpcL06ZNg06nw7Rp0+ByuWAymWhH426iazsusNyBQbJx40ZFtw3WbxgAYGxsDOnp6RAEAenp6RgbG6MdSVXSSvuVK1dACMGVK1fkFfdEkBhTeI7jOJW5XC64XC655pl1kUgEzc3NSElJASEEoVAIzc3NiEQitKNxN1FKSgo2b96MaDQKo9GIlJQUXL16lXYsVe3cuRPz58+XnyLt3LmTdiTVpaSkKFbbH3nkEaY/51AoBEEQMDAwAAAYGBiAIAgIhUKUk43jk2eO4zgG5ebmyv+4SquR0WgUubm5NGNxN5HJZEJxcTE++OADdHR04Pbbb8e8efPwX//1X7SjqcZut2N4eBilpaU4d+4cbrnlFoyNjcFut9OOpipCCIqKiuSbpERZgVUTIQQ6nQ6iKMqviYKXbXAcxzEqOTkZPp8Pzc3N8Pl8SE5Oph2Ju4lWrVqFhoYGfPzxxxBFER9//DEaGhqwatUq2tFUU1VVBaPRqLhmNBpRVVVFKZH6DAYDotGo4lo0Gk2Y+l81Pffcczhw4ACee+452lEU2P+d5ziO06ALFy7gF7/4haJt2/bt2/HMM8/QjsZx/8+kfQrSZl+r1YrKykrm9y+EQiHodOPrnfF4HNFoFFarlXIyden1evz7v/87amtrYTQaodfrE+aQFL7yzHEcx6C8vDzY7XZF2za73c50ez6t2bt3L0pKShTHNpeUlGDv3r20o3E3kVTnK5VfSa+JUv+rlng8rtgkmSgTZ4BPnjmO45gktecLBoOIxWJyez6Px0M7GneThMNhNDc3IxQKKTaFstzCzO/3Y8OGDfLEMRQKYcOGDfD7/ZSTqcvhcChukhwOB+1Ik+Ly5csghODy5cu0oyjwsg2O4zgGae20Pa0Kh8P4z//8T0UXBpaVl5fL9b+EEADj9b/l5eVMf7ePHTuGl19+We7nvWnTJtqRJoW0STCRNgsCfPLMcRzHcX+3hoeHUVJSgt7eXmRmZsqn0LFKOiTF5/Np5pAUYLxUY2I/a71eTzGN+kwmE+bPn4/3338f4XBY8T4R8Mkzp3l+vx9er1denfN4PEyvYHDa4Pf74fF45FMV9Xo9ysrKAIB/vxlisVjQ19cHURTR19cHi8WCkZER2rFU9Q//8A9wOp3ypOquu+5CT08P7ViqisfjSE1NRSgUgtVqZbrHMzDep/6TTz7BjBkzcO7cOcyYMQOffPJJwvSp55NnTtP4BINjldfrRX19PRwOh3wwTH19PdxuN/9uM8JgMMBsNuPgwYPy31+PPfZYwkww1PLuu+9i7dq1WLp0KQ4fPoza2lrakVQlCALy8/Nx+vRpiKKISCSCgoICtLe3046mmtzcXPT39+PKlSsQRRHd3d0wGo0J06eebxjkNG3iBEM66rW+vl5ug8Rxf686OjrQ1dWFwsJCLF68GIWFhejq6kJHRwftaNxNEo/HEYlEUFRUhCVLlqCoqAiRSCShuhKowWw2IxAIoPj/b+/u46Mqz4SP/66ZvCdI8Q2B8GJtbUNo17c+W7HPboMFGnyA7Gq1Q7qLRKHAJst+Cia12V11n4IYG7Y0tgmoqctWUqzPLkIxSyhE/Sh9s0UUw1bdCjYoIE2weSHv9/PHOTPMQAJjm5MznHN9P5/5zOTMJHPd554k97nPda573jzq6+tJS0tzOyRHhS8Gra+vZ9euXdTX10cuEvWqzs5OOjs7Y3Kew9sSgQ6ela8dPHiQz33uczHbPve5z3l+gFFXVxczqPL6lergvzaPHz+esrIyqqqq2LlzJ1VVVZSVlTF+/Hi3Q1PDZMKECWddSDUwMJAws3NOOnToEMYYDh065HYojktNTaWrq4sZM2Ywc+ZMZsyYQVdXl6dXGWxpaQGIHAiG78Pb3aZpG8rXcnJyePHFF2PK/rz44oueroXrx1QVP7YZOGtmysszVX7U2dlJd3c3FRUVkSoMpaWlCTM754RAIEB3dzdjx47l2LFjjB07luPHj0cWEPGiyy+/nN/97nekp6fT1dVFWloaR48eZeLEiW6H5rgxY8bQ2toauU8YxpgRvwH3A0eAV+zbnHi+7/rrrzduaGxsdOV93eSXNm/evNlceeWVZs+ePWbXrl1mz5495sorrzSbN292OzTH5Obmmj179hhjTvfznj17TG5urotROSs3N9eUl5eb3NxcEwgEYr72qkAgYDZt2hTT5k2bNplAIOB2aCPCD3/DAHPvvffG9PG9995rrH/t3hQMBo2ImMrKSlNfX28qKyuNiJhgMOh2aI4BTHJysklOTj7rsVcBBjDBYDDmfqTbDLxsBhvHDrbR6Zs9eF71Yb9PB88jx09t3rx5c8w/Hy8PnI2xBlU9PT3GmNP93NPT4+lBlYiYKVOmxBwkTZkyxYiI26E5xo8HSdH88DcMMA0NDcaY0+1taGjw/KBqyZIlJjU11QAmNTXVLFmyxPNt3rZtmzHmdD9v27bN820GzJgxY4yImDFjxiTU4Nm75zmUilMoFIpZwtjLp/HhdKpKNK+nqqSkpFBSUhJzYWhJSQkpKSluh+YYXWHQ+7Kzs1m4cGFMHy9cuJDs7Gy3Q3NMamoqHR0dfOxjHyMQCPCxj32Mjo4OT+f/Anz729+OuWbj29/+ttshjYjw3+hE+1stxoUcOBG5H7gT+APwMrDSGDNoMouILAGWAIwdO/b6H/7whyMU5Wnt7e1kZWWN+Pu6SdvsXbt37+bxxx/nnnvu4corr+Ttt9/m4Ycf5q677uLmm292OzxHzJgxg7Fjx1JaWhppc0VFBceOHWPPnj1uh+eY3bt384Mf/IB33nmHSZMm8ZWvfMWzfXwmP/w+7969m0ceeYS0tLTIIildXV0UFxd7tp/vueceXn75ZebNm0coFKKuro5t27Zxww038PDDD7sdniNmzZpFb28vaWlpkZznrq4ukpOTaWhocDs8R4SvQwoEAgwMDETuARobG0cyjl8ZY24464nBpqOH4wb8BDgwyG0+MBYIYlX7WA3UxvMzNW1j5Gibvc1vqSp+zHmO5qfPdphf2uzH3+WCgoKYtI2CggJP/y5ffPHFkZSF6NvFF1/sdmiOSUpKMiIS014RMUlJSSMaB0OkbThWbcMY84V4XicijwI/dioOpdTZQqEQoVAosniG15WXlw9abUPreXuP31YM9dvv8sGDB9m3bx/JycmRNodnZb2qpaUFEYmpliMiCVO2zQk5OTm89tprkXaH7xMlvdCVUnUiMs4Y85795V9hzUgrpZQjwoOnkpKSyKBq9erVnh5U+ZEfSxL67WDBj+VFwcoSmDdvHosWLeL73/8+27ZtczskRx08eDDmgCE8gE6UNRjcqvNcISLXYE3FHwK+6lIcSimlPMJvS5L78WChvLycgoICTp06RW9vL8nJyaSnp1NTU+N2aI4KBoO8+uqr3HrrrUyaNIlgMOjplST7+voAq87zyZMn+chHPkJra2tku9tcqbZhjPkbY8ynjDGfNsbMi5qFVkqpYVdXV8eKFSsiS9p2dHSwYsUKz68y6Dd+WzF09erVLFiwgJKSEmbPnk1JSQkLFizwdDrS3r17aW9v55JLLiEQCHDJJZfQ3t7O3r173Q7NUQMDA5w6dQpjDKdOnTprZUkvCgaDjB49GoDRo0cTDAZdjug0LVWnlPK80tJSgsEgtbW1NDQ0UFtbSzAYpLS01O3Q1DDyWxnGpqYmNm7cSEdHBwAdHR1s3LiRpqYmlyNzzqOPPkooFOKSSy4B4JJLLiEUCvHoo4+6HJmzAoEA6enpiAjp6emeXlExrL+/n/z8fLZt20Z+fn5CzbTr8txKKc9rbm6moaEh5nT+pk2bmDVrltuhqWEUrm0dTmMI17b26kxs+NR9bW1tJG3jtttuS6gZuuHW3d3NSy+9FNPmoqIiuru73Q7NUf39/Zw4cYKBgQFOnDiRUANJJ1VXV1NdXe12GGfRwbNSSilP8NuFoX19fSQnJ8dsS05OTpi8UCeICPn5+TEHwvn5+Z7Oec7NzeWdd96hra0NsGqYjxo1ikmTJrkcmfPOrG2dKLw/76+U8j0/rsTmV35bMXTRokUxOc+LFi1yOyTHbdy4kXXr1tHV1cW6devYuHGj2yE5asKECbS1tbFs2TK2b9/OsmXLaGtrY8KECW6H5qhgMBgZMHd1dSXUGRWdeVZKeV5FRQUrVqygqKgostpeX18flZWVbofmKL+VMQN/tTk7O5snnniCzZs3R1IYFixY4OmDwqlTp/Lxj3+cb3zjG3R3d5OamsrcuXN588033Q7NMc8//zyFhYW88MILbNiwgZycHAoLC3n66afdDs1RGRkZdHV1RaqqpKWlRWbf3aaDZ6WU54UHT+Hc18zMTNasWePZQRX4s4yZ39ocfVB4+PBhJk+eTH9/P+vWrXM7NMeUl5ezYsUKxo0bx+HDhxk3bhwvvfQS69evdzs0x3R3d7Nx40YyMjIiqSqdnZ08+eSTbofmmKSkJHp6emK29fT0kJSUGMNWTdtQSvmC307nR9c8TkpKIi8vj8cff9yzF8+B/0q3hUIh1q9fT2ZmJiJCZmYm69ev9/xnu6uriyNHjmCM4ciRIwmVC+uE1NTUs3K6a2pqSE1NdSki56WmptLd3c3dd9/N9u3bufvuuyNnGhJBYgzhlVJKDSu/1TwGq3RbZ2fnWTPPhw4dcjs0x/htee7S0lKysrJ45plnIn1cWFhIaWmpZw8aFi9eTFlZGWClraxbt46ysjKWLl3qcmTO6ejo4LrrrqOmpobq6mpEhOuuu45f//rXbocG6OBZKaU8yY/LGKekpFBcXBxTiaG4uJhvfOMbboemhklzczNf//rXYyqqLFy4kLVr17odmmOqqqoAYvK8ly5dGtnuVQcPHiQpKYne3l6SkpIS6sBfB89KKeVBfqt5DFZO5IMPPkhVVVXkwtD29vazcifVhW2wiyS9rqqqiqqqKt+cYRARTp06xZgxY2htbSUrK4vW1lZExO3QAB08K6WUJ/mt5jFYJb2OHz/OiRMnADh06BApKSmeL+nlJ0lJSWctiNLd3Z0wF5I5xU9VZACMMQC0trbG3Ie3u83bnzallFK+0draSk9PD8uWLWPOnDk8++yzVFdXR/7xqgtff38/SUlJMRVGkpKSPL3int+qyES74oorOH78OJdffjlHjx51O5wIHTwrpZQH+fEfbkdHBzfeeCO1tbVUV1eTmprKjTfeyE9/+lO3Q1PDZOrUqRQUFLB169ZIhZHCwkK2bt3qdmiOia6cE07bePzxxykpKfHs7zJAenp6THrOLbfcwqlTp9wOC9DBs1JKeZJf/+G+/fbb1NfX+yof1k/Ky8sHPSj0ci6/HyvngFWScObMmZF+HhgYcDukCK3zrJRSHuTXf7gdHR3n/Npr6urqmDZtGjfffDPTpk2jrq7O7ZAcFQqFyMrKYsaMGcycOZMZM2aQlZXl6QPCcOWcaF6vnBMIBDDGRNJx+vv7McYQCCTGsFVnnpVSyoP8WKpORGhvbycUCkXyJNvb2xPmCv3hVldXx4oVK8jMzMQYQ0dHBytWrAC8m5oze/ZsXnvttbPy2mfPns3OnTvdDs8R5eXl3HHHHWRmZkaqyHR0dHh6VcX09HQ6OjoIBAIMDAxE7tPT090ODdCZZ6WU8qRwqbrGxkb6+voiperKy8vdDs0xU6dOZf78+Zw8eRJjDCdPnmT+/PlMnTrV7dAcUVpaOugSxqWlpS5F5Lxdu3aRm5tLbW0tc+fOpba2ltzcXHbt2uV2aCMiUapNOK2jo4OMjAyCwSAAwWCQjIyMhDmTpINnpZTyoFAoxOrVq2OWqvZ6qbry8nL2799PfX09u3btor6+nv3793v2gKG5uZm0tDRqa2tpaGigtraWtLQ0mpub3Q7NMcYYmpqaWLNmDfX19axZs4ampiZPDypXr17Nli1bePvtt9mzZw9vv/02W7Zs8XSeN8D9999PT08PjY2N9PT0cP/997sdUoSmbSillPIEP9a2XrlyZcxFoStXrvT0zDPAVVddRW1tbaSPr7rqKt566y23w3KMX69fqKys5IYbbogs8lRZWel2SBE6eFZKKQ/yY6k6P1q3bl3MAGPdunVuh+S4t956i6ysLAYGBjh8+DDt7e1uh+QoP16/kJ2dTUtLC7Nnz6a3t5fk5GSSk5PJzs52OzRAB89KKeVJfixV57cDhuzsbNrb2ykqKopcSNbV1ZUwAwynBIPByIC5vb2dYDDo6UVSoi8YDC8M4/ULBgsKCvjud78bqa4xMDDAqVOnKCgocDkyi+Y8K6WUB/nxVG/0AUNSUhJ5eXk8/vjjns0NraioIDk5OWZbcnIyFRUVLkU0MowxVFZWUl9fT2VlpafzncPa2to4dOgQxhgOHTpEW1ub2yE5auvWrYwePZqJEycSCASYOHEio0ePTpjFcHTwrJRSHuTH2rB+O2AIhUKsX7+ezMxMADIzM1m/fr0nZ9mjXXPNNaxatYr8/HxWrVrFNddc43ZIjiouLqa7u5uxY8ciIowdO5bu7m6Ki4vdDs0xzc3NLFu2LOazvWzZsoS5GFbTNpRSyoPCperCKQzhUnVenYUF64DhgQceYOvWrZGLyQoKCjx9wOA3F198Mfv37+db3/oWU6dOpampidLSUi6++GK3Q3NMS0sLY8aMoa6uLpKOdOutt9LS0uJ2aI6qrKyMlGJ8/fXXefPNN12O6DQdPCullAf5sfJEXl4eDz30EA899FBkYFVWVsbSpUvdDs0RfsvxBsjIyKCtrY2VK1dGtiUnJ5ORkeFiVM4rLS2NuX6htLSUe++91+2wHNXT04OIYIxBRM6qae4mHTwrpZRHhUIhQqFQ5B+u1zU2NlJWVhZTxqysrCxh8iSHmx8vCm1ubkZEIhcJBoNB+vr6EuZ0vlO++c1vsmHDhsgFg++//77bIY2I6MFzIuW26+BZKaWUJxw8eJB9+/bxzW9+MzKY7O3t5cEHH3Q7NEf4Lcc7LCsri2eeeSYyeJ4/f76nL6DLzMyko6ODlJQUAD744AM6Ojoi+cBelZKSwvjx4zl8+DCTJk3i3XffTZjZZ71gUCnlC3V1dUybNo2bb76ZadOmUVdX53ZIapjl5ORw++23k5aW+WfY0wAAHlJJREFURl5eHmlpadx+++2ezXn2W3vDzkzR8HrKxpgxY0hPT6e9vR1jDO3t7aSnpzNmzBi3Q3NUeKZZRGK+TgQ686yU8jw/5ob60YQJE9i6dSvLli1jzpw5PPvss1RXVzNr1iy3Q3OE39obdtVVV5Gfn093dzepqalcf/31HDt2zO2wHPPuu+/y1a9+ldraWgACgQB33nknGzZscDkyZ/X29nL48GGMMZH7RKEzz0opz/Nb/d8wv822P//88xQWFvLCCy8wf/58XnjhBQoLC3n++efdDs0RfmsvWCkMe/fupaioiO3bt1NUVMTevXs9ncIwfvx46urqGDduHCLCuHHjqKurY/z48W6H5pgzZ5vPnIV2m848K6U8z4+5oX6cbe/u7mbjxo1kZGREcp47Ozt58skn3Q7NEX5rL1gpDAMDAzz22GNUV1eTnJzs+RSGzs5O/vCHP/BP//RPkSoy99xzT2T1PS8KD5YDgQADAwOR+0SZffbunldKKVu4/m/0LOwDDzzg6dzQ1atXs2DBAkpKSpg9ezYlJSUsWLDA07Ptqamp1NTUxGyrqakhNTXVpYic5bf2gpXCsGHDBq6++moCgQBXX301GzZs4N1333U7NMe0tLQMujCM1+s85+XlkZOTQyAQICcnh7y8PLdDitCZZ6WU5/mt/i9AU1MTnZ2dZ808Hzp0yO3QHLN48WLuueceHn74YY4fP87ll1/O8ePHWb58uduhOWLx4sWUlZUBMHXqVNatW+f5z3VOTg7Z2dkcOHAgMtve2Njo6QNhYNCFYbyuqakpZmGYRDpjpoNnpZTn+a3+L1hlnqZPnx6zSMr06dM9PUM3ffp0Nm3axO9//3sGBgb4/e9/T1ZWFtOnT3c7NEdUVVXxxhtvsGrVqkgt3JkzZ1JVVeV2aI7x48qZYFUUufbaa+nv7+faa6+NLBbjVUlJSbS0tDBjxozItuTkZJKSEmTYaoy5YG7XX3+9cUNjY6Mr7+smbbM/+KXNgUDA9PT0GGNOt7mnp8cEAgEXo3KWiBgRMWPHjjWAGTt2bGSbV+Xm5pqCggKTmppqAJOammoKCgpMbm6u26E5YvPmzeaiiy4yycnJBjDJycnmoosuMps3b3Y7NEcVFxfH9HFxcbHbITkKMElJSQaI3MJfe9WnPvUpA5hRo0aZQCBgRo0aZQDzqU99akTjAF42g4xHNedZKeV5OTk5vPjiizHbXnzxRU+f6g0Gg2RkZJCenk4gECA9PZ2MjAyCwaDboTmmqamJ7du3s2bNGurr61mzZg3bt2+nqanJ7dAcUVxcTHt7O2vXrqW+vp61a9fS3t5OcXGx26E5pq6ujh07dlBfX8+uXbuor69nx44dnq4kIyL09fVFLhAMBAL09fUlTOUJJ7zxxhvcdNNN9PT0MDAwQE9PDzfddBNvvPGG26EBesGgUsoHwqd6Gxsb6evri5zqLS8vdzs0x/T19TFq1Chqa2vZuXMntbW1jBo1ir6+PrdDc9SSJUv42te+RlpaGl/72tdYsmSJ2yE5pqWlhTvuuIPa2lpuueUWamtrueOOOzx9IZkfy04au8LE6NGjY+7D272ou7ubhoYGurq6aGxspKuri4aGBrq7u90ODdDBs1LKB0KhELfccgv5+fnMnDmT/Px8brnlloS6AMUJixYtiqm2sWjRIrdDcpQxhvr6+piDpPr6ek8PMnbs2EFHRwcAHR0d7Nixw+WInOXHspNgVVZpb28HoL293dMVVSDxK8kkSOa1Uko5p66uji1btjBu3DgOHz7MuHHj2LJlC9OnT/fsADo7O5snnniCJ598MnK1emFhIdnZ2W6H5pjU1FRuuummmIskb7rpJt577z23Q3NMW1sb9913X6QKw6pVq9wOyVHhFKzosmVeT8ECuOKKKzh69ChgpW1cccUVHD582OWonJPolWR08KyU8rzS0lKCwSC1tbWRgeSCBQsoLS317OC5oqKCFStWUFRUxDvvvMOkSZPo6+ujsrLS7dAcs3jxYmpqanxVkhCIKc3ndX6ttnH48OFIjnNPT4+nB86Q+JVkdPCslPK85uZmGhoayMvLi9SG3bRpE7NmzXI7NMeEDwrCg4rMzEzWrFnj2YMFSPx/uE6YO3cuO3fuZGBggNbWVubOncu2bdvcDssxoVCIvXv3kp+fT3d3N6mpqSxevNjTn+uwcPqRl9OQwurq6njzzTfZvXt3TJ36urq6hOhrHTwrpZRHhUIhQqFQ5IDB6xL9H+5wy87O5he/+AX19fUxZ1S8nJoTXW0juo+9nIIFVp3nyy+/PHIW6fjx43R2drodlmNWr17Nn/3Zn8UcJOXn57N69eqE6Ge9YFAp5XnZ2dksXLgw5kKyhQsXenqQ4Ud+q8RQUVFBf38/RUVFzJo1i6KiIvr7+6moqHA7NMf4rY/D5s6dS2ZmJmCdRZo7d67LETkr0ctO6uBZKeV5FRUV9PX1UVRUxOzZsykqKqKvr8/Tgww/8lslhlAoxPr168nMzEREyMzMZP369QkxM+eUgwcP0tzczLRp07j55puZNm0azc3Nnu1jsGq2P/XUUxQVFbFjxw6Kiop46qmnPF2zHRK77KSmbSilPM+P+b9+5MdKDH5LzRk/fjylpaVs3rw5JlVl/PjxbofmmGXLlvHII4+wcuXKs7Z7lTGGH/3oR9TX13P48GEmT55Me3t7wuR768yzUsoXQqEQBw4cYPfu3Rw4cEAHzh7kx8Vw6urqYmZhvbzSXtiZK+t5eaU9gOnTp3PRRReRnJwMQHJyMhdddBHTp093OTLnJCUl0dbWxpEjRzDGcOTIEdra2khKSow538SIQimllPoThQ+Ious8J8oFRk6oq6ujvLw8UrYtfPEc4Nk2v/vuuzzxxBMxffzQQw9x5513uh2aY1avXs3WrVtjqgU1NjZSUlLi2X5OTU2lo6ODZcuWMWfOHJ599lmqq6sjed9u05lnpZRSnuGnMwx+vHguJyeH7OzsmD7Ozs72dGqO33L5wVot87rrrqOmpoa5c+dSU1PDddddF1lN0206eFZKKaUuQH4cVPkxNScnJ4cHHnggJj3ngQce8PQBA8Bbb73F5MmTCQQCTJ48mbfeesvtkCI0bUMppZS6APn1AknwT2oOQF5eHg899JCvVs4MBAK0t7fHLD1/zz33EAgkxpyvDp6VUkqpC5Bfl6r2W4WRxsZGysrKqK2tjRwwlJWVsXXrVrdDc8zAwACjR4+mqqoqsjDMqFGj+OCDD9wODdC0DaWUT/ixKoEf+amfQ6EQq1evpqSkhNmzZ1NSUuL5WVg/OnjwIPfdd19Mnvd9993n6fQcgOXLl8csDLN8+XKXIzpNZ56VUp7nx6oEfuTHfvbbLKwf+TE9Jzs7m+9///tn1fNOlFVhdeZZKeV5fqxK4Efaz8qLysvLKSgoICUlhby8PFJSUigoKPD0RZIVFRV0dnYye/ZsZs6cyezZs+ns7EyYVWF18KyU8jw/ViXwI+1n5UV79+6lra2NgYEBwMoHbmtrY+/evS5H5qyenh56e3sB6O3tpaenx+WITtPBs1LK88KnPaN5/bSnH/m1pJff+CmvHaCmpoaMjAwmTpxIIBBg4sSJZGRkUFNT43ZojikuLqa3t5fKykrq6+uprKykt7eX4uJit0MDNOdZKeUDfq1K4Dd5eXk8+OCDXHbZZQwMDHDixAkefPDBhLrQSP1p/JjX3tfXx6WXXkptbW1M/m+iLBjihJaWFkKhUEyFkdtvvz1hDpR05lkp5XlalcAftm7dyqhRo0hPTycQCJCens6oUaM8XdLLb7Owfs1rnzdvXkyb582b53ZIjmtsbKSqqoqdO3dSVVVFY2Oj2yFF6MyzUsoXtCqB9zU3N9PQ0MDMmTMj/bxr1y5mzZrldmiO8OMsrF/z2h977DE+8YlPMHXqVNatW8djjz3mdkiOO3nyJEVFRZE6zydPnnQ7pAgdPCullFIXoOhZ2PDBwuOPP05JSYlnB8/hvPatW7dGTucXFBR4Oq89OzubY8eOsXLlysi25ORkxo8f72JUzuvq6uKdd95hYGAgcp8oNG1DKaU8ym+n9LOzs1m4cCGNjY309fXR2NjIwoULE6Y27HA7ePAga9asIRAIkJeXRyAQYM2aNZ6ehQ0vVV1UVMSOHTsoKirioYceiqmB7DUFBQWRqhNhvb29FBQUuBSR85KSkkhJSSEYDAIQDAZJSUkhKSkx5nwTIwqllFLDyo+n9CsqKlixYkXMqd6+vj4qKyvdDs0R6enp/OQnP2HZsmXMmTOHZ599lurq6siqbF7kx6WqN2/eTCAQ4LLLLuPYsWOMHTuW999/n82bN1NVVeV2eI7o6+tj9OjRjBkzhsOHDzNhwgRaW1t1eW6llFLO8eOFVaFQiPXr18cs6bt+/XrPHix0dHSQlZXFl770JdLS0vjSl75EVlaWp6sw+HGp6paWFtauXcvRo0dpbGzk6NGjrF27lpaWFrdDGxEi4nYIZ9GZZ6WU8iC/XljltwtD161bR0lJSWQWdt26dSxZssTtsBzjx6WqAaZNm3bOr70mKSmJYDAYU57vtttuS5i0DZ15VkopD9KFYbxPRNi3b1/MLOy+ffsScqZuuIRrtkfntd91112eXqo6KSmJwsLCmDYXFhYmzEDSCf39/fT29sYsz93b20t/f7/boQE686yUUp6kC8N438yZM6murgZgzpw5LF++nOrqas+W5gPrzMLevXvJz8+nu7ub1NRUFi9e7NnUHIClS5fyve99j1AoFMl5/uCDDzy9+M+ECRNob29nwoQJkZznkydPMmHCBLdDA3TwrJRSnhQeTESf0teFYbxl586dzJ49m5qaGqqrqxERZs2axc6dO90OzTF1dXXs2LGD+vr6mAthp0+f7tnPdviiwEcffRSw6h8vX77csxcLhhljgNM5z+GvE4GmbSillEeFQqGYU/peHVz42c6dOxkYGKCxsZGBgQFPD5zBuhB2wYIFMauFLliwwPNnVKqqqujq6qKxsZGuri7PD5yPHDlCSkoKcHrQnJKSwpEjR9wMK0JnnpVSSnlGXV0dq1evjsy2l5eX60GDhzQ1NdHZ2XlWCcZDhw65HZoaRikpKVx99dW8/PLLGGN47733uOGGG/jDH/7gdmiAizPPIlIiIr8RkddFpMKtOJRSSnlDuLZ1VVUVO3fupKqqivLycs8vDuMnKSkpFBcXx5RgLC4ujsxSKm/o7u7mpZdeIiMjA4CMjAxeeukluru7XY7M4srgWUTygPnAp40xucC33IhDKaWUd/ixtrXf9PT0UFVVFVN5oqqqip6eHrdDc5TfVgsFCAQCtLa2AtDa2kogkDiZxm6lbSwD1hpjugGMMcddikMppZRH+LW2tZ9MnTqVgoKCmAthCwsLPb3CoB9XCwUYGBg4a/XMRCFuXL0oIq8AzwBfBLqAVcaYXw7x2iVAuOL7J4DfjEiQsS4FTrjwvm7SNvuDttkf/NLmXOAdoI3TbR4FTAJedzEuJ10MjAPSsP6fvgd4eem5i4GJwACQAvRgnUX/Hd5tdy5W344GBDDAB1h97tXP9fVYfZvM6Tb3YvX5r0YwjsnGmMvO3OjYzLOI/AS4YpCnyu33HQN8FvgM8JSIfNQMMpI3xmwENjoVZzxE5GVjzA1uxjDStM3+oG32B22z9/mtvaBt9otEbLNjg2djzBeGek5ElgH/YQ+WfyEiA1izBO87FY9SSimllFJ/Kreyr7cCMwBE5GqsaXg/nFJUSimllFIXMLcuGKwFakXkAFZOy8LBUjYSiKtpIy7RNvuDttkftM3e57f2grbZLxKuza5cMKiUUkoppdSFKHGK5imllFJKKZXgdPCslFJKKaVUnHTwHEVEvmgvGf6WiHx9kOdTRWSL/fzPRWTKyEc5vOJo81+IyK9FpE9EbnMjxuEWR5u/JiJNIvKqiOwWkcluxDmc4mjzUhF5TUReEZEXRWSqG3EOp/O1Oep1t4mIEZGEKoX0YcXRx3eKyPt2H78iIne7EedwiqePReR2+/f5dRHZPNIxDrc4+vlfo/r4DRE56UacwymONk8SkUYR2Wf/3Z7jRpzDKY42T7b/P70qIs+JSLYbcQ4XEakVkeP2tXCDPS8i8h17f7wqIteNdIwxjDF6s/K+g8D/AB/Fqv6xH5h6xmuWAzX24y8DW9yOewTaPAX4NLAJuM3tmEeozXlAhv14mU/6+aKox/OA/3I7bqfbbL9uFPAC8DPgBrfjdriP7wQecTvWEW7zx4F9wBj768vdjtvpNp/x+hKg1u24R6CfNwLL7MdTgUNuxz0Cbf4RVrEFsKqX/bvbcf+Jbf4L4DrgwBDPzwHqsRZM+Szwczfj1Znn0/4X8JYx5rfGmB7gh8D8M14zH/g3+/HTwM0iIiMY43A7b5uNMYeMMa9irebkBfG0udEY02l/+TPggj6iJ742/yHqy0ys1ZwuZPH8PgP8X6ACa/WuC1m87fWSeNq8GPiuMaYVwBhzfIRjHG4ftp9DQN2IROaceNpsgIvsx6OBd0cwPifE0+apwG77ceMgz19QjDEvcO4VIucDm4zlZ8BHRGTcyER3Nh08nzYBa3nPsGZ726CvMcb0YS2PecmIROeMeNrsNR+2zXdhHe1eyOJqs4j8nYj8D9Zg8u9HKDannLfNInItMNEY8+ORDMwh8X6ub7VPeT4tIhNHJjTHxNPmq4GrReQlEfmZiHxxxKJzRtx/v+x0syuBPSMQl5PiafP9wFdEpBl4FmvG/UIWT5v3A7faj/8KGCUiF/J45HwSaryig+fTBptBPnP2LZ7XXEi81p54xN1mEfkKcAPwsKMROS+uNhtjvmuMuQooA/7R8aicdc42i0gA+Fdg5YhF5Kx4+ng7MMUY82ngJ5w+i3ahiqfNSVipG5/HmoV9TEQ+4nBcTvowf7O/DDxtjOl3MJ6REE+bQ8ATxphsrNP7/27/jl+o4mnzKuAvRWQf8JfAEaDP6cBclFDjlQv5wzXcmoHomZhszj71E3mNiCRhnR4612mGRBdPm70mrjaLyBeAcmCeMaZ7hGJzyoft5x8CBY5G5LzztXkUMA14TkQOYeXQbbuALxo8bx8bY34f9Vl+FLh+hGJzSrx/s58xxvQaY94GfoM1mL5QfZjf5S9z4adsQHxtvgt4CsAY81MgDbh0RKJzRjy/z+8aY/7aGHMt1v8qjDEfjFyIIy6hxis6eD7tl8DHReRKEUnB+sOz7YzXbAMW2o9vA/YYO5P9AhVPm73mvG22T+dvwBo4X+g5khBfm6MHFLcAb45gfE44Z5uNMR8YYy41xkwxxkzBym2fZ4x52Z1w/2Tx9HF0fuA84OAIxueEeP5+bcW6ABgRuRQrjeO3Ixrl8Irrb7aIfAIYA/x0hONzQjxtfge4GUBEcrAGz++PaJTDK57f50ujZtfvxVq52cu2AX9rV934LPCBMeY916Jx+wrLRLphne55A+sq13J7279g/VMF6xfyR8BbwC+Aj7od8wi0+TNYR3wdwO+B192OeQTa/BPgGPCKfdvmdswj0Ob1wOt2exuBXLdjdrrNZ7z2OS7gahtx9vGDdh/vt/v4k27HPAJtFmAd0AS8BnzZ7ZidbrP99f3AWrdjHcF+ngq8ZH+2XwFmuR3zCLT5NqxJjjeAx4BUt2P+E9tbB7wH9NpjjruApcBS+3kBvmvvj9fc/nuty3MrpZRSSikVJ03bUEoppZRSKk46eFZKKaWUUipOOnhWSimllFIqTjp4VkoppZRSKk46eFZKKaWUUipOOnhWSn0oIlIuIq/byzy/IiJ/bm//BxHJGMb3OWTX5v1jv//zInLepbdF5Lk/dnEUEXn2fCvWicg3zvh67x/zXh8ipk/a/bJPRK76I75/yP32YftERO4UkUc+bAxOcXrfn+N9x4vI0268t1Jq+OngWSkVNxG5Efg/wHXGWub5C8Dv7Kf/ARi2wfMfEVtwpN/TGDPHGHPyPC+LGTwbY6Y7GBJYq0M+Y4y51hjzPw6/1wVlBPb9UO/7rjHmNjfeWyk1/HTwrJT6MMYBJ4y9zLMx5oQx5l0R+XtgPNAoIo0AIlItIi/bs9QPhH+APXv5gIj8WkReE5FP2tsvEZEGe8Z0A1ZR/PD3bBWRX9k/a0nU9nYR+RcR+Tlwo4h8UUT+W0ReBP56sAaISLqI/NCeOd8CpEc9N0tEfmrH9iMRyRKRfBF5Kuo1nxeR7VFtuXSoGEVkLZBuzwQ/GY7ZvhcReVhEDtj74Y6on/+ciDxtt+VJEYnsi6g4rhGRn9nt+E8RGSMic7AOYu4O98MZ3zNUnwy6387TJ18RkV/YbdsQPngRkUUi8oaIPA/cNEQfXCYiu+z9vEFEDp9rP0bvN/vxbSLyhP34S/Y+3C8iL9jbcqNie1XsFTSj9n2WiOyO+gzOt7dPEZGDIvKo/f4NIhL5fES9/xMi8h0R2SsivxWR287Tp1NE5MB5Yht0fyqlEpDbq8roTW96u3BuQBbWCl5vAN8D/jLquUPApVFfX2zfB7FW8Pt01OtK7MfLgcfsx98B/tl+fAtgwj8v6melAweAS+yvDXC7/TgNaxb841iDvKeAHw/Shq8BtfbjTwN9wA3ApcALQKb9XBnwz0AS1vK/4e3VwFfObPM5Ymw/4/3b7ftbgV32/hlrv8c44PPAB0A21gTHT4HPDdKOV8P7H2vlsW/bj+8HVg3Rf2f1ybn221B9AuQA24Fk+7nvAX9rx/8OcBmQgrXq2yODxPEIcK/9+Itx9nV71PffBjxhP34NmGA//oh9XwUU2o9TgPQz9n0ScJH9+FKsVWMFmGJ/Hq6xn3sq3NdnxP8E1mqzAazV7d46T59OAQ4MFdtQ+9Pt33e96U1vg9905lkpFTdjTDtwPbAEeB/YIiJ3DvHy20Xk18A+IBdrkBH2H/b9r7AGFgB/AfzAfp8dQGvU6/9eRPYDPwMmYg30APqB/2c//iTwtjHmTWOMCf+sQUS/z6tYg1CAz9oxviQirwALgcnGmD7gv4C5IpKENYh8ZpCfO1SMQ/kcUGeM6TfGHAOeBz5jP/cLY0yzMWYA62BlSvQ3ishorIHi8/amf7PbdT6D9cm59ttQfXIz1ufgl/a+uhn4KPDnwHPGmPeNMT3AlnO0/Yf2z/0v4uvrobwEPCEii7EGrWAdcHxDRMqw+vDUGd8jwBoReRX4CTABa7CLvS9esR9Hfz7PtNUYM2CMaYr63nP1adhgsQ21P5VSCSjJ7QCUUhcWY0w/1qzlcyLyGtYg84no14jIlcAq4DPGmFb7FHta1Eu67ft+Yv8OmTPfT0Q+j5VbfaMxplNEnov6WV12PEN+/1DNGGSbALuMMaFBntsC/B3QAvzSGNP2IWIcylmpGFG6ox6fuY/+KOfpk3Ptt6H21b8ZY+494z0KzvOzor9/sBg/z9D7MfrnRvatMWapWBet3gK8IiLXGGM2i5XKcwuwU0TuNsbsifr+QqzZ8euNMb0icijqZ565789K2xjkdXLG/ZAGi40h9qdSKjHpzLNSKm4i8olwjqbtGuCw/bgNGGU/vgjoAD4QkbFAfhw//gWsQQ0ikg+MsbePBlrtwdQnsWaIB/PfwJVyusLEYIPgM99nGlbqAlgznTeJyMfs5zJE5Gr7ueeA64DFDD6beq4Ye0UkeYg47hCRoIhchjXL+4shYo5hjPkAaBWR/21v+husWc5zGapPzrXfhuqT3cBtInK5/dzFIjIZ+DnwebFypZOBLw0Ry4vA7fb3ziK+vj4mIjkiEgD+KrxRRK4yxvzcGPPPwAlgooh8FPitMeY7wDZO93HYaOC4PXDOAyYPtdM+pPP26RCxDbU/lVIJSGeelVIfRhZQJVZ5tj6sXNHwRV0bgXoRec8Ykyci+4DXgd9inVo/nweAOjut4HmsfFGwUiaW2qfYf4M1yD2LMaZLrAvMdojICawB2rRBXloNfN/+ea9gD26MMe/bKSh1IpJqv/YfgTeMMf1ilW+7E2um/UzninEj8KqI/NoYUxi1/T+BG4H9WLOqpcaYo/agMR4LgRqxygP+Flh0rhcbY/YP1ifn2W+D9okxpklE/hFosAezvcDfGWN+JiL3Y6UmvAf8mtOpFNHCP/cO++e+h3Xwda79+HXgx1j52QewPosAD9sHdII1CN1vv/YrItILHMXKCY/2JLBdRF7G+gz897n23YcwVJ9OiXrNHWfGZoxpGWx/cvrAVCmVQMRKcVNKKaVGhn1w0m+M6ROr/GG1MeYat+NSSql46MyzUkqpkTYJeMqeZe3BSodRSqkLgs48K6WUUkopFSe9YFAppZRSSqk46eBZKaWUUkqpOOngWSmllFJKqTjp4FkppZRSSqk46eBZKaWUUkqpOP1/tsMwlttc4D4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 10))\n",
    "data = []\n",
    "labels = []\n",
    "for key, val in sorted(results.items()):\n",
    "    data.append(val)\n",
    "    labels.append(f\"{key:.1f}\")\n",
    "    \n",
    "_ = ax.boxplot(data, labels=labels, showmeans=True, whis=[5,95])\n",
    "ax.set_ylim(-6, 1)\n",
    "ax.grid(True)\n",
    "ax.set_xlabel(\"Standard deviation of added gaussian noise\")\n",
    "ax.set_ylabel(\"NSE\")\n",
    "ax.set_title(\"Effect of noise on the static catchment attributes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
